{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import pickle\n",
    "from matplotlib.pyplot import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_name = 'res/linear_regression_'\n",
    "res_ = pickle.load(open(exp_name+'-res.p', 'rb'))\n",
    "locals().update(res_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "means_unwgt = np.mean(original_regrets_,axis=2)\n",
    "stds_unwgt = np.std(original_regrets_,axis=2)\n",
    "means_wgt = np.mean(reweighted_regrets_,axis=2)\n",
    "stds_wgt = np.std(reweighted_regrets_,axis=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zREiFo6TCUdhguLHu2CxVyy3rq9Y6XqgUOLcyT2W1KxGhMxzxgjliPous5V5MBEJNq8lRiqptMVvOM15cwlatKQSCGzafbIx9hSJEA6GmgG2XScvb4y41mluAoxRTxWWOL06Sr1fpCscImwGqtsVfTb7C1yfPUrLqPNq7k/eNHKIvmrhu120JBOsIQ8uiaJT1WxqNHmpjoVh7rFCgaOv83WchLKY398nE9KyTplg00wXTe3bFwvBC4w1EZFW6e+6mt8TlRlJ3bGq2TdWxqNkWVcemYtXJe0JWsmrk61VqTkM02uMCzaZLtmWZXemeg4ZJXzRxxe9EyaqvCeTIVkpkayUuF7K8kJlquvz87baNf61yJ6a976g7x84hV6uwUC5iKRsQb1K0wjRMUsGIN/YVJREKEzGDTQHbKi7jTQmUiPw68Au4n9rvKaX+06r8nwH+uXdaAP6hUurk9bxRjeZmMl/Oc3xxkoVKkVQoymAsieU4fGvmAl+ZOMNKrcLh9CAfGD3EzsRaV1CuVqFk19t+0V7RkvBphoE0RcB9dkXAMAyCnmgExHQfhri//L2ybse5WgSuLg6mGM25V7cjjbG8OGvHgfw4SnkCZlGzbWqekBU9a6xg1ShbNZarFRzHaXu/lFLNYJWA91ldySqLBYLEAp0Mxzs3vJfGqhgtF2KZTLXEUq3E6eVZbzJ4O/FAqG38qyVmblpnKAZAzbGZLq1wOZ/1LGBpvoZ4MERn0LUSk6EIMS9oI3qTw+avKlAicghXnB4FasDXReQrSqlXfcUuAW9WSi2JyLuATwBHb8QNazQ3kqVqiROZKSYKKyRDYYZiSRyleGZ+jL8YP81ipcjeZA+/uP9x7u7sWVM/X69SqFfpiyZ4sHcnAb8FgbQLgpfuikNLSG5XkdgOGCJEAkEi602GWoUrYBZV26LmuGJWqrtCVrJqFKwq+XqVqmP5fqC0nJquK7MVGLPaKjNESIZcK2dXR9e692A5Dsu11cEc3rhYpcT5lUVKdr2tjgCdoWib67DhVkyHo6RCUUyEpVqJuXKOulKgFCLgKHduWWPOV08kzp7k+hGT14PNWFAHgKeVUiUAEfk28EHgtxsFlFLf95V/GthxPW9So7nR5OtVXsrOcCG3SMQMMuTNZTqZmeaLYy8xVVphR7yTf3zwjRxKD6wRkWK9xkq9Qm8kzmN9o/R7kX2a25eQ6YbvXy0YxvYm+dY8q6zqWFQti4JVo1ivNgVtuW6hmi49v9tVmgIW9FnLAAHDoCcSpycS3/D6FdtqcyU2LLFstcR4YZkTmek1rsSAGGsiERtilgxGUDis1Cqczy3ccoF6CfiYiHQDZeDdwPNXKP8PgK+tlyEivwj8IsDIyMi13alGcwOoWHXOrsxzZmkW0zDoj3ZgiHBuZYEvXn6RC/kMfZEEP7//KA/37Fzjmy9ZNZZrFbrCMX5weF8z5FyjaWAaBlFj/SWW/DTGjfzjZDXbouwFfTTcjLl6hZpj+5bRUk03cmMCc0PMTHGnOAzGkgx68/TWu27BqrVFIvotsbPL8yzXymtciVEzyN2dPfz03ode71u0IVcVKKXUyyLyW8A3cceXTgLWemVF5K24AvXGDdr6BK77j4cffvj1zk3UaF4zdcfmQi7DicwkjoKeSBxTDMYKS3zx8oucXp4jFYrws3sf4g19u9aMI5StOku1Mp2hCG8d3MtQvHPLDCxrtici0rTK2KRV5roXLaq2TdWut0Uwuo+6T75aq0GaIm1h+LFAkI5gmtFEev3rKYflasUL5ig1XYjBG7yI7qaCJJRSvw/8PoCI/DtgcnUZETkC/A/gXUqpzPW8SY3memE7DuOFJY5lJqlaFt2RGEHDZLaU50vjL/H84iTxQIgf33WEtwzuXbOKdcWqs1SrkAiGeNPAHnYm0lqYNDedplW2ztJLfhqL4LbEzH0uWTVKdXecrOEFqHtWWXMbFG+194ZVFg0E2RVKs1e6EXEDKuYrhRv6OjcbxdenlJoXkRHgR4HHV+WPAJ8H/p5S6pXrf5sazetDKcVMOc+xhfGmSy4dipKtlvjL8TN8f+4yQcPgR3Ye4IeG969Zc63q+fGjgRA/0L+LkUT6tpgIqbm98S+Cu94yTH7cBXEtXzi+TcVuWGTes12n4rPKgjd4PtVmW/9zbwyqDvyqF633ywBKqY8D/xLoBv6753+3lFIP34gb1miulcVKgeOLk8yVCnSGIwzFkuTrVb48dpq/nTkPwFsG7+LdOw+QXLUCec22ydZKhM0Aj/XvYjTRdcevj6a5PXGnKYSIXUUVmlaZbb3uNSSvhqjXucz9a+Xhhx9Wzz9/pVgLjeb1sVIrcyozzeXCEglvVn3FqvPN6Vf45tQrVG2Lx/t28d6Rg3SvioKqOzaZaomgYXJ/1zC7k1162wSN5gYhIsfWM2r0ShKa245ivcaZ5VnOLc8TMgIMRjuwlMM3p17haxMvU7BqPNA9zPtHDzVXIG/QEKaAGDzUs5M9Hd16N1WN5hahBUpz21C1LV5ZXuClpRl3MddoBwrF9+Yu8+WJ0yxVyxxI9fHB0cNrJj5ajkOmWkIE7u8eZm+yZ9usV6bR3K7ov0DNtsdyHC7lMxzPTGE7Nt3hOIYIxzOT/MXYaebKeXYluvjI3Y9yT6qvra6tHDKVEgD3pgfY39lL5CqRURqN5uagBUqzbXGUYrKwzLHMJKV6la5wnKBhcGZ5ji9cfpHx4jKDsST/8MAbuL9rqG0CraMUmWoRRykOpAbYn+olFrjyOm0ajebmogVKs+1QSjHnLeaaqZZIh6IMxJJczGX4/NiLvLKyQHc4xkfufoSjfaNt85QcpchWS1iOwz2pPu5J9RMPamHSaLYiWqA024pstcSJxSmmSit0BN3FXCeLK/zFKy9xMjtNMhjmJ/c8wBMDu9ui7hylWKqVqdkW+zp7OZAeuOq8EI1Gc2vRAqXZFuTrVV7MTnMxlyFqBhmKJVmoFPjMxRM8uzBOxAzygdFD/ODQ3W3BDcoTpqptsSfZzaH04Jq5ThqNZmuiBUqzpSlbdc4uz3FmaY6gadIf7SBXr/CnF47zd7MXMUX44eH9vHPHPW2uOqUUy7UKFbvOaEcXh9OD7g6oGo1m26AF6hpo7GCqVxK48dRsm/O5BU5lZ1AKeqNxKrbFF8de4q+nX8VWDk/0u1us+4VHKcVKvULJqrMznuJI9xBd4dgtfCUajea1ogXqGhgvLPHcwjj3dw+zq0OvLHAjsB2HscISxzOTVG2L7nAMRymenDzHNybPUbbrPNI7wvtG7l2znXauVqFg1RiKJXnz4N4r7pGj0Wi2PlqgroELuUWUgmcWxjmVneHB7mG9aOh1QinFdHGFY5lJcrUqXeEoHYEw35m9yFcmzpCrVzmSHuQDuw6xI96+xbp/F9s3Duyhd5VwaTSa7YkWqE1StS1mS3n6ogkMESq2xffmLnMyO82D3TvYkUjpbRdeIwvlAscWJ1moFEiFIvRHEzyzMM6Xx06zWC1yd7KHXz7wBvYm27dYL9bdzdt69C62Gs1tiRaoTTJfLgCqKULuLpUdlK063569QCoU4aGenQzEklqoNslytcyp7DRj3mKug9EOTmbdLdanSzl2xlP82t4nuDfV3yY8/l1s37ZFd7G1HYditdZc7Vn5DhSuxQj48lVrZWhfXqNeI1ep1jFq/fRmHdW6gr8dx/FKenXctFZ9x1HNKzbu01Gte2yl+a7tbRnuNPIVOKjWdb1rqmaaarbZ3lbrtbv30arT9r4p1ZaOdxwLBUnHo6TjURKRMLFQiFgoSCig3fHbES1Qm+RSPkN0nZUGooEg0UCQolXjr6dfpScc54GeYf1r/goU6zVOL83wysqCK/TRDl5ZWeC/j73IxXyWvkiCX9j/GA/17GgT++2yi+1SscxzFyfIFisYQnM/U6UUiLTUwrt3aW4N5yXT2sTbf+w+Ka8tvE3jAF998W2AsO4+BULzSs0rirD6XZQN0nxVmq3ImjQvVVZdB2mW2cy1W2UFMdrr+6/jT6vbDjPLeS4vLrVepVKEggHSsQjpeIxULEosHCQWChINBjGMrfcd0rhogdoENdtmqrRCT3jjQfd4IEQ8ECJfr/LNqVfojyZ4oHuHHg/xUbUtzi7Pc3ppBlMM+qMdTBSX+aNXn+fM8hypUJS/t/chHl+1xXrFqpOtlekIhnnzwF1b1p1at23OTi9wemqOaChAf6cO0rgeKKWwHYWjHCy7dew+K2zHwXEUhiGk41E6Y2vnudVtm0K1RqZQwrIdXKVWCEJHJEw6EaWrYXUFg8TCQUIB3T3eavQnsAkWKwVsR22qU+wIhukIhsnVKnx98iw7Yp0c6R5as9/QnUTdsbmYy3IiO4mtFN3hOAuVAp84+zTHMxtvse7fxfaNA3sYiae2bEDKQq7AMxcnKFZq9HTEbsp9KtXqoNs660aH7qXbynXr2crtyP1lWmm+Tt9LXy0A65VdLRb+a7au49Zb75qNMqvvz3/P17JlnQCpWJSejhi9HXF6vEdvR4yejjhdifYpB45S1C2buZU844tLOKphwULYs7pS8RjpWIRYKEgsHNJW101EC9QmuFxYInKNWy8kQxE6gmGy1RJfnXiZ0USaI11Dd9RkUUcpJryQ8ZJVpzscI1er8skLx/j+3GVCZoD37DzIDw3vI+pbQXw77WJbrVucnprj7MwCyWiYvs4EhUqVb529RKFS9TpZr+NuCkerM/YLzGoBaHbijeNVnb1zLT33dcQQwTQMTEO8Y8EQ79xw8wwRTK9cI800DEKBVtm2ev6yIhiG0Va/eZ1meus6bh3D3TKlUGIxX2QhX+TFyVnylVrbvcfDIXo6YvQk4vQm466QJVpC5ndjWrbTbnWJK10NqysVj5KORUlGw554aavreqPfzatgOQ4ThSVSoWsXFhEhFY7SqSLMlfP85fjpO2K5HaUUs+U8xxYnWKqW6QpFkYDw+csv8u2ZCwC8behu3r3zQNt6eP5dbB/pGdnyu9hOL63wzMVJLMumvzOBAM9enODzz52mWKsRD4cwpdXprumAfR1z0GzvdNs75lan3OiM2/J8HXdbR+8TgPWu2WhrQ4FYp54hsq3GVit1i8V80XuUWCi4x5cXlzg+NtVmnYUCJt2JhuXVboF1+6zihtU1n8szkVlqtSFC0DRIxdwgjXQsQjwcIhoKEguFtNX1GtACdRUy1SKW42CKcHxxksFYksFVu7BeDRGhy5twOlVc4WI+y75kDwfTAyRuswVLM5UiL2SmmCnl6AxGSIeiPDn1Ct+cfoWabfGG/l28Z+e9dEdarpa6Y5OtljEN2Ra72JZqdU6Oz3BpIUsqFiEVi7CYL/Lpp09xdmaBXT1pfu3xNzCUvrbvieb6EwkG2NHVyY6uzjV5lu2QLZZc4fKLWL7Iy9Pz1G2nWdYQoSse9QQr5rkNPQFLxAgHA802S7Uay6Uy5yzbC2TxrK5oiHQsSjoeoyMaakYYNupq1qLfmaswUVgmaJhczGf4+NmnABiJpzjaN8ojvTuvybIyfEJ1KZ/lfG6RA6l+9qf6tv1eRPlahZPZGS7lM8QCQXrCcb41c56vTZ6laNV4sHsH7x+9t03cG7vYGgL3dQ9t+V1slVKMLy7z3OVJBBjoTOAoxV+9dJ6vnDyHaQg/8ehhnti36477taxUI+TbdT0q1RojU818fxlfmi/fAWiOA4kXleiPCGyFrjfK+MMAlVKuhacUYghB0yRkGgQDJgHDaLP+AqZBXzJBX3JtIJOjFLlyZY14LeaLHL88TalWbyufjIbpSay2vNzjeNj9265ZNvP5AhNLK6hmCL1ruXXGInTFoqTiUeJhV7iioeCWHXO9WYi6RX7shx9+WD3//PO35NqbxVGKz106STIY5svjp3ly6hU+OHqY5xcnGCssIcCBVD+P9Y1yf/fwNY9T2cohWy2hFBzcpru5lqwaZ5fmeHllnpBhkgyGeWp+jC+Pn2G5VuZAqp8Pjh5q22LdctzXDe4utvu2wesuVKo8f3mK6aUc3YkooUCAscVlPvXUCSaXchzZOcBPPHqYdPzGjjH6O3S/ELR18o35TT5BWF8wGn17o/f39wXrCaxqexJx50cBrbGghqtx1ViR2S/lNu0AACAASURBVHBNmo0yblrAbJUPGiaGAaYnJH6XontMe7rnghRfGcu2KdctqnWLQqVGvlJtPsq1emMYqfkCgqbhiljAIGCam44OLVVrLHiCtVgotgnZcqnSVjYSDLQCNRLt4pWKRVEoqnWLqmVTs+yWHishEQ2RikXoise8sa7b0+oSkWNKqYfXpGuB2pjFSoFvTJ5jINrBvzr2dTpDUf7p4TcDMFPK8czCOM/Mj5GplggZJg90D3O0b5QDqT5M2fwvH78lcbhr61sS4EbYnc8tciozjQikQzFOZKb44thLzFcK7O7o4oOjh9u2WN+Ou9g6juLCfIYXxqYJmiapeIRq3eIvT5zlW2cv0hEJ86GjR7hvZLCtXrVuka9UmyICq7v8q1kFqlXDN4lXkOb4UtsYk2/sql0UhIBprpNutITAYJUQrD1ujEFtKBbbYFzKdhwqnnhV6halWp18uUKuUiVfqVGq1nCUN6PMezkBoyFgJkHT3JRlXLdtMo3xrlzRFTJv7CtTKGE7rT43YBh0J2JNt2FTvBJxuhJRlIKqZVGzbBwvOl4pRTBgkIpGm5OSY6EQ8fD2tbq0QL0GTmSmOLs8h1LwL459jQ/tvp8fHL67rYyjFBdyGZ5ZGOP5xQlKVp2OYJhHe0c42jvCaCK96T/e1liMwf1dQ+zegmMxluMwVshyfHGSuuPQFYpyLrfAFy6/yERxmaFYkg+MHuI+3xbr23UX2+VimWcvTZLJF+nuiBE0TU5PzvFnz5wiWyzzxL5dvO/BA0RDLevPUYpMvkTQNNk/2EPIDGCa63f6DavD8CamGoaBIVcWizvNdXgzcRxF1fIEzLIo1+oUKlVylSq5UpWCJ2BN01OBYUhTvEIB86ri4DiK5VLZs7b87sMii4USlbrVLOsPmV8dLp+ORzENg2rdom7bQGv+dyISJh13ra6OSLgZHh8OmFv2h4QWqGtEKcUXLr9I1Azy7dkLfPbSST728LvojWw88bbu2Ly0NMsz82Ocys5gKYeBaAdH+0Y52juy6dW1645NplIiHAjwQPfwlgizdgM8ljmemSLvLTM0WVzm85df5NXcIt3hGO8bPcTR3pGmm6S5i61jsy/Zs212sa3bNudmFnlpcpZoKEAyGiFXrvDnz53m2OUpBjoT/NTj93FXX3dbvXylSqFS457BXu4d7r/t3DB3Okop6j4XYqVuNQUsX3bdiHXPRedWcN2gwYBJyDTXHQdb3X6hWmsb72oI2EK+RL5SbSsfCwWb412NyMPuRIxULEI4EKBm201rrWEFp6IR0omYF2EYJhZ2V9MImLe2f3ldAiUivw78Au5b/3tKqf+0Kl+A/wy8GygBH1ZKHb9Sm1tdoLLVEl8bf5mBWAf/4cVvka9X+eiD79h0/aJV4/jiJE/Pj/FqbhGAvckejvaO8HDPzk1ZEI2JqrFgiPu7d9yyiarz5TzHFydZqBRJhaJkq0W+ePklTi3NkAyG+ZGdB3liYE9TRJVSZKuuMLlh9QPbJqx+IV/k2QsT5CpVejtiGCI8dX6cLxw7Q92yeceRu3n7vXsJ+izbhksnFYvyyJ4d9HTcuZOy73Tqtk21bjVFrFSrsVKqej9eqpRrluu+9dYQlOY4mEEoYF5xHKxat9aMdzUssaViuW1eXNA0ffO93OeuRJRk1J1w7DTHIF13cjwUas7r6vQmJUdDQSLBwE2xujYSqKv+xBORQ7ji9ChQA74uIl9RSr3qK/Yu4G7vcRT4Xe952zJTymEYQtGq8erKIu/Ysf+a6scDIZ4Y2MMTA3vIVIo8uzDO0/NjfPLCcT598QUOpwc52jfKka7BDef6hM0AA7EkFavOd2cvkgxFeLB7mOH4zVnqZ6la4mRmmoniMh3BMAEx+NMLx3nO22L9g6OHeJtvi/XtvIttzbI4PTXPy9PzdETCDHQmmMsV+NRTJzk/l2Fvfzc/9dh99He2LGilFMvFCpbj8OCuYfb2d29L/7/m+hE0XXdfIrK+p6BtHMyyKFXrbhBHuUKuUmOlVPIW8lWNZQSbgRzBgMlgZ5Lh9NqQedtxyBZK6wZunJ1ZaLoBwXUhp+Mt12FvIk4qHiEZiRCPBFv9kTfZujMW8eZ1uUtBRUMBYqHQTbG6NuODOAA8rZQqAYjIt4EPAr/tK/N+4I+Va449LSIpERlUSs1c9zu+CSilOJ9bJBmMcCo7jYPivq6h19xedyTOu3Ye4J077mGiuMwz8+M8szDOiew0UTPIQz07ONo3yt3JnnWFJxIIMhQIUrLqfGvmAulwlAe7dzAYS96QXzeFepXTS7O8urJAxAwSNQJ8aewlvjN3CVMM3rHjHt6xYz9xL8DBv4vtSDzF4W22i+3Mcp5nL05QrVv0J93Q8a+feoWvn3qFYMDkpx+/j8f2jrR9NpW6xVKhzI6uJA/uGt6wQ9Jo/JiGQTwcaoaer0YpRdWyqdTqVLzxsFwjkKNcJeuzlBQK8Y2DuWNPMQ4O961pc6VcbZ+w7InYibEZitX21TY6IuG2paHSsQjJaJhEOEw0HEQwAEU8HGIw1cHDu3fckPcKNidQLwEfE5FuoIzrxlvtmxsGJnznk15am0CJyC8CvwgwMjLyGm/5xpOrVyjUqgzEOjiZmaYjGG4Lk36tiAgjiTQjiTQ/tvsIZ5fneXp+jOcWxvnu3CW6wjGO9o5wtG+UoXUmA8cCQWKBIMW6u3J6byTO/d3Xb+X0ilXn7Mo8Z5ZmMcUgEQjz5NQ5/mbmPLZyeNPAHt6980Db3K/GLrbDsU7ePDi0rXaxLXsTbi/OZ91fkNE4FxeyfOqpk8ws53lwdIgff/QQyWjLPek4ikzBDYJ40z27GE53btmBZ832Q0SIBANErjB+WbPc8a/Go1ituSJWdgM5qnUL8YJEHQWGNw42mOpgtCe1ZhysVKs3xatpgeWLvDqbYbk02bYqfiQYoCfRCtTojsdurUAppV4Wkd8CvgkUgJOAtarYFSZNtLX1CeAT4I5BXfPd3iRmS3lEBMtxeGlplgd7hq+7S80Q4WC6n4Ppfqr2g5zITPPMwhjfmDzH1ybPsjOe4rENJgPHgyHiwdbK6QOxJPd3Db3mldPrjs2FXIYTmUkcBfFAmG/PXuDJyXNU7DqP9o7w3lVbrG/nXWyVUoxnVjh2eRLbcehPJajWLf7smVN899xlUrEov/S2Rzm8Y6CtXiMI4sBQHweH+nQQhOaWEAoECAUCJDfwnjfGwSp1i6rVEDB3DCxX9sbBaJvXQEckTFc8yr3Driux0d+1hcz7xGtmOc9Lk3OM9qTWv4nrxKb+wpRSvw/8PoCI/DtcC8nPJLDTd74DmL4eN3gruJBbpCMY5nxukbJd54jn3nOUou7Y132OUtgMcLRvhKN9I+RqFZ5bnOCZ+TE+e+kkn7t0knu8ycAPrJoM3Fg5faWxcnq8kyNdm1853XYcxovLHF+cpGLVSYbCPD0/xlcmXiZfr3Kka5APjB5mR7zl8y7Uq+Tr1W27i22hUuX45Skml3J0xaOEgwFOjs/wmWdeJFep8JYDe3jP/fe0iU/jjzQdj/KOw/voTmwf96XmzuNq42COo6hYVtONWKnVyVVq5EsV8tUq2UKJ1lQtd2WOoVSSXd1pggGToOnOobNth6ml3A19LZvqaUWkTyk1LyIjwI8Cj68q8iXgH4nIp3GDI1a26/hToV4lWy0xGEtyMjtNQAwOpvoBd12+gJgsVcvuGltAxDCJBoLXTbSSoQg/OHQ3Pzh0N7OlPM8sjPHM/Dh/8MqzfNIwub97mKO9IxxM9zcnA3eGIiSDYbKVEl+bePmqAQpKKWbKeY4tjLNcq5AKRXk5P8uXxk+TqZbYl+zlVw4c4i7fFutFq8bKFt/F9ko4juLiQpbjl6cwDYOBzgQr5Qp//L3jnByfZTid5Bff+gijPelmHaUUS8UKtuPw0K4d3NXfpYMgNNsewxB3blRo/dVbmuNgzXB6N5AjV66Qr9RYLlWwvdXdO6I3dux1s73qn3tjUHXgV5VSSyLyywBKqY8DX8UdmzqPG2b+kRtxszeDuXK+ucDjycw096T6muJjK8Xbh/fSEQyTr1fJ1crMlQvMVwoseW5BBURMk6j5+kVrINbB+0cP8b6Re7mQz/DM/BjPLU7w7MI4HcEwj/Ts5LG+0eZk4MbK6bOlHGP5LHcleziUHqDDF+K9WCnwwuIUs6U8yWCYuXKeT5x9iulSjpF4ip/d+xAHfVusl6w6y9tgF9srsVyqcOzSJPO5QnNV6u+cu8yXXngZ23F4/4MHeNvBu9rEp1K3WCqW2dnVyQOjQzoIQnPHsLlxMJtKve6ztG7QveiJuu08OXmOslUjV6vw0Ree5GfuepA3D96F5Tgs18r8+O771v0VXbWtNaJVqFW9jl4RNgPXRbTccbEZnp4f51R2Gks59EcTHO0d5WjfSHMicWOSbN2x2dfZy65EF2dX5rmcz5IIhJgu5fj85Re5XMjSH03w/tFDPNjd2mK9sYttMhThga7hLbuL7ZWwbIdX5xY5OT5DJBigMxZhZjnHp546ycWFJfYP9vCTj91Hr2/eUjMIImDy6O4dDKVvTKSkRqNp8ZrnQd1JlK06C+UC/dEE35m9BNAcfyrUq+xMpDd08YTNAGEzQE8kzh7PNeaKVoVcrcJsucBCOc9yrdxWJ2aGrmk5o4BhcH/3MPd3D1OyahxfnOLphTG+NH6aL42f5q5kN4/1jvJQzw66vZXTL+YynFteIGSYVK06f3bxBV5enicdivJzex/m8f7RpruwaltkqyXi22AX2yuRKZR49sIEK6UKPUn3ffjLF87yzdOvEgkG+bkfeIBH9uxoE5+8FwV1YKiPe4f79OZzGs0tRv8F+pgr5925BSKczE4zmkiT9sZxKo7Fzvi1Ray4opWgJ5JYI1rL1QrzlQLz5TzZWqkZBhkxg0TN4KZEKxYI8caB3bxxYDeZSsmdDLzQmgx8KD3IY95k4MVKkc9cOsELmSnigRA/sfs+3jJ4V3NSnn8X2zf072Ykkb7lyyu9FmqWzZmpOc5Mz5OIhOhPJXh1dpFPPX2S+VyRR/fs4IMP30uHz2XXCoKI8Y59u3QQhEazRdAC5eNSPkM8ECJXq3Apn+G9I/cC7qAhiusyx8cvWns7W6KVq1VYqVWYL+eZrxRc0fIWtI6Y7vynK+0u2x2J8a6d9/DOHfuZLK7w9MIYzy6MczI7TcQMULWtdbdY32672F6JuZUCz1wYp1xzJ9xW6nU++f0TPHV+nO5EjF99+2McGGpNYvQHQTy8ewd7+nQQhEazldAC5VG1LWZKeXojcZ6av4wCjnS5WyiUbYuuSLTZqV9vwmaA3miC3ujGojVXKbh7KHkLUIY3EC0RYWcixc5Eih/bdYSzK/M8vzBBPBDih3fsby7Wut12sb0SlbrFqYkZzs9l6IxF6E3GOH55ms899xLFao2337uXd9+3r81lV67VWS5VGOlO8cDo0IYz+zUaza1DC5THQqWAUgpDhFPZGdKhaNOlV7Sq3Nc1fFPv50qitVwrM1923YMZq+Ru2IZy3YM+0TJEOJjqb4bJg7f3VK2EwfbYxfZKKKWYzK7w3KUpbMemvzPBcrHMH33nOKen5hjpTvGrb3+sbbtvfxDEm/fv1kEQGs0WZnv2TDeAy/kskUCAumNzemmWx/t2NTsuW6m2VRRuFX7RuruzF3Cj7fL1Ksu1MnPlPAvlAlnbXXDSgKZoCdLcxfZwepC7O3u2/C62V6JYrfHC2DTjmWW64lGCZphvv3yRL584C8CPPXwvb75nT9v+SY0giINDfRzUQRAazZZH/4Xiursmisv0hOOcXpql5tjc1+1G71mOQ0AM0lt08dNIIEgkEFwjWrm66x6cK+eZLxeo2hb3pPq3xS62V8JxFJcW3Qm3hrgTbqeWcvzpUycZzyxzcLiPnzx6hC5foEPdtskUSnTFYrxx3662PI1Gs3XRAgUsVorYTsO9N03YMNnvdfb5epXRRHpbzQFqiFZftKMpWpbjbMuoPD+5coXnL04ymyt4kXaKvzj+Mn9z5gLxcJCPPPEQD+5q7eTrD4J4ZPcOdvfqIAiNZjuhBQoYzy8RMU139YjsDAfTA81xnKptsTORvkoLW5/tLE624/DKrDvhNhx0V2V+eXqeP3v6FIuFEm/YO8L7HzrYFuhQrtVZLpYZ6UnrIAiNZptyxwuU7ThcLmRJhaKMF5dZrpWbez8pb9Ow7i3q3rsTyBZKPHtxkuVSme5EjHK9zh9/9zjPXpykLxnn1374DewbaK0Z6DiKxUKRcCDAWw7sYTClgyA0mu3KHS9QmWqx6f46mZlGgMPN8PI63eH4tg4m2K7UbZuz0/O8ODlHIhyiLxnn2YuTfP7505Rrdd55eB/vOHJ329bruXKFYrXOvcP9HBjq1UEQGs02547/C54sLBP03F+nstPsSXY35woV6lUe7GlN7CxWa6yUKgymttdK3tuN+VyBZy9MUKjW6UvGyRbL/OFfHePczCK7e9P81GP3MZRubejYWAmiOxHjiX27dRCERnObcEcLlKMUF/NZkqEIS9US48VlfnTXYV++tIWXn5/LcPzyNLt6Ujywa5hULLJes5rXSLVu8eLkLK/OLpKMhunpiPI3Zy7w1ZPnMA2DDx09zA/s29UMWFFKkS24W2A/smcne3q72sLKNRrN9uaOFqhstUTFtkiHo5zKuttXNcaf3I0JTTq93Wxtx+H8XIbhrg6Wy2W+fuoc9w73sX+wj1Bge67AsFVQSjG9lOPZi5PUbZu+zgQTmWX+9KmTTC3luG9kgJ949DCpWGt/q8ZKELt6Utw3ooMgNJrbkTtaoKaKK83otpPZaXojcQaiHYDr3htJdDV/rS/ki9Rsi6AZJRWLYjsOZ6YWuDCf5RG9LcNrplSrc2JsisuLy6TjUSIE+Pzzp/n22YskIxF+4S2PcN/IYLO87Thk8mUioQBvuWdPm6tPo9HcXtyxAqWU4lI+QzIYpmJbnF2e5y2DdzVFpurYbVudX1rItm3gZRoGfZ1xyrU63z53ieF0kgdGh0hGtdtvMziOYjyzzPOXJhGBgc4Ep6fc0PHlUpk37t/F+x44QNS362euXKFUszg41MeBIW25ajS3O3esQC3XyhStGh3RDl5YnMJSTnPvp8bq5d3e6uXVusVEZpnuxNrVzKOhINFQkEyhxFdPnuPQjgH2D/a0RZdp2slXqjx/aYqZ5RzdiSiVusUf/N0xjo9NM5jq4J+86Y3s6etqlm8GQXTEedP+PaTj629lr9Fobi/uWIGaKeUwvF2YTmaniZlB9np7NpWsOr3ReHMR1dmVPI4DIgpHORiyVnzScdftd3pylosLGR7ZvZOBzoR2+/lojOOdHJ8hYBr0dyZ4+vw4Xzh2hrpl85777+Ht9+4lYLpu10YQhEIHQWg0dyJ3rEBdyC2SDIZxlOLFpRkOdQ00x6MKVpV7fCuAn5/LEI8EKakMK+oynbKLmHQj0r46g+v2S1Cu1fnbly8w0p3i/pFBEr7N8e5Uloplnrs4QbZYoisRI1Mo8V+e/D7n5zLs7e/mpx67j/7OVsRkuVZnqVhhd+/2CoJwlE3ZLpCrL1Gycm0/UAQDvB9FraWzxPtffGVo1mumi3jH0lbLLeHlSHvd1nVX18Pds8XXfnvZ9ivQ9hrWHjfTZHWZK1xDVt3POmXbX4dcsWyjvPvP0D8MbxPuSIHK1yqs1CsMRpNcyC2Sr1eb7j0ABc3w8kKlykK+SF8yzoKaQ6HIqlfJq2nSxi7C0rmm/WgoSCQYYG6lwFdOnuPIzgHu7u9pWgZ3Eu6E2wVOT80RDQXoTsT55ulX+capVwkGTH768ft4bO9Is8NuBEFEQwHedvAuBlMdt/gVXJ2KXaJQX2GpPs9ybR5HOYhAQFqiqtY5cs9U21lbCaU2KLdO2VXnsrq4m+p7Us3uvXEkSrWfN/Lb9Qe1qn1FS8Oa12fVuVp1LuuUVevXbdMh33vibjLjv4A080UMTEwMw0QwMMTExMQ0TAxMDDExxMCUAIL73CjTqmO4guc9u+cGBsaaNFcc3Tqa68cdKVAzpXzzl+rJ7AyGCIfSA4AXXm4E6Ay5wQ5TSzkEwaZGTeUI0YmIYKkK885LRKWbThkhKO2TQ0WErkQUy3Y4OT7DhXnX7ee3Em53FvJFnrkwTrFSo6cjxuXFJT711FPMruR5cNcQP/7Iobagkly5QrlmbfnwfcupU7RzrNQWydRmqdkVRBQBCRMLdGCIiW05lCs1YJXN45o6LRtD/FZNuzWyxppYJRSNdPE31mpq3fQ7BaUUCgeF8o4VFnXqds0Te4Wj3GeF0yyjUJ7ICSIKpdz3val/0Nw01CvWUmzVsOIa4tcQQ08IxcT0xNKQQDPdFBPBJGAEmvawSEsIDZ8Arj5viuhtajXekQJ1Mb9IR9D9dXsyO82+ZGsLilytyu5kFyKCUopX5xZJxsKUnUWOv1JmtCfCUHeEgEQwVZiqyjOrTpCQAZKyA1PaXVGNsZZitcZfnznP7t4ujuwc2DYuq9dCzbJ4aXKOs9MLJGNhOqJhPvvsi3z3lTHS8Si//LajHNrR7ytvky2U6O2I8+b9e0htsSAIRzmU7QL5+hLZ2ix5axmUwjACRIwokVAroEM5ikwmz9h4FsuyPaFp4XZwyu1MlNs9ivgsARp9nS/dWxMS1bIZlHg9o4JWL+k/dp9d66bdGSYAhucYlIaY+YRR/HVaAigN0fSLopduiNESUPG127iGtLdlCCAGvst65cTX0QpGyxvoWi0+76E02vPuR4BAwCQcDhAKBzEau03fxH57tdApHGwcbKfqCSYo5aD8/3znje+GeJ+r8j7O5sfd9vG2vhegmlahIWbLKsTwrMZAM88VzkC7iBqmzzJ0xc5oPpst0WwTxJZY3ijuOIEq1mssVksMRBLMlwvMlHK8afeeZn7NsRn2dtJdKpYpVGr0dyY4PjHGk88VgSKjfREeP5Bm344YIYmjlENJzVNS83TICAnpXxNIEQ+HiIWCTGVXmMgsc//IEHf1337bP0wvrbgTbi2b/lSCU+MzfObZF8lXqrz1wB7ec/89hL1wfXc7jDJKwaN37WR3z9YJgqjaZYrWCku1OZZqC9jKFZuwEaUjkF73j7KQr3B5bJHlUganYwUjoEA1/qCFxhiUb9TITVO+sZNm+jp1lL8+0Og4fG2tHpdpoJTye8dW5TWPVpVRbWWUJ5zKWeuWBNurq1a1yTrXXXsvalWCaopvy2pZk++l+6XZ7/aLRALEomESiQiRaJBwKEA4HMC4ga721lghN1UYwWc1NkXSwcJuWo0ta9IBn2WpcFo/dNYTRN9LaX3GboFoIMGR1Btv2GvalECJyD8Bft67sxeBjyilKr78TuBPgBGvzd9RSv3B9b/d189cOd/8xXgqOw3AkW53IqjjbfneWL18IutO5LVUhVOXlwkHDd50OM2z51b49Ldn6OoI8tiBFPfv6SAUSOIom5y6TEFNk5JdRKWrLZBCROjuiFG3bY5dnuTCfIaHdw/Tm9z+br9Src7J8RkuLWRJxSI4SvE/vvUcpyZmGU4n+aW3PspoT7qt/Eqxwu6+Lu4bGSQWurUL8rbcdhmytVkqdhFBCBhhooHEupGbDVaKy5ydPcNcdZxydIF6onAT73wdNhQ8v9gJ0BJP1iuv2gV1rcAavrZe+/Xazjdsq/16/rr+cs2uVEHNdiiVFHN5x5s64pYIhlzhisdCRCIhgiFXvEyzcb/43LDr/d8wi8Wf0soXWZvWlndjaLgXb5YwKqXIW0s39BpXFSgRGQZ+DTiolCqLyGeAnwT+0FfsV4EzSqn3ikgvcE5EPqmUqt2Im349XMgtEvfceaeyMwzFkvRGXIEoWTV6I254ue04XJjPkIyFydfneWWixsHRBG84mOaxe1KcGS/w1MvLfPXZBf72RIaH93XyyL5OOmIpbFUno84RUglSxm7C0r7aQdA0GUh1UKjU+KvT57mrv5tDOwZueSf9WlBKMb64zHOXJ0FBX0ec7746xpdfeBnbUXzgwYO89eCepqVoOw6L+TKxcIC33XsXA523JgjCUQ4Vu0i+vky2NkPeWkIp100SMWN0hno2rFu1y8xXJpguXWKqeIkSS2CCGQ3R4fQTKx9g8UyMWtEEcX+tIu6jMf7RPBaFEuWVwxvscLw03wOvHAoM1dZmI99/rkS5YyjeuYjj/hr2lRfDK9dos1nfaWtLGsfNMqybLqvKNM7F2MB0u9XUvcctomXtridw7enr5a9bX9bW2ih/3TJrhFna8trrQDLYxdHud1z7i98km3XxBYCoiNSBGDC9Kl8BHeK+cwkgC1jX7S6vExWrznylQH8kQcmq8UpugR8e3t/ML1h17k271tRivkTNsgmaJifGL1GzFId3uZ2pYQiHdnVw72iCiYUKT728zHdeWuJ7Z5Y4vKuDxw+k6E+nvUCKF4lJN0kZJSjtYyuJSIhYOMj44jLji8vcPzrE7t70tnH7FSpVnr88xfRSjq54lMVCif/4je9xeXGJewZ7+dBjR+jtaE1uXilVKNfqHNrRf0uCIKp2maKdY6k6z1JtHlu5vVPYjJLYwG0HUHdqLFQmmK2MMVsZI1ubBUCUSbTeyxAP0qmGiNopzp3I8/UnFyjmy9d4d/7BFaOV0vqxDkjbeFDr2Td+tOZZWtmrnt1jX91VbbaP9/iPN2rzSnUUmGAYCgxXvMR0BcwwcJ/FfW6Imhiu0BmmJ4AGbprROvaLpOM4lAo21YrduqZAOGoS7zCJdQSIdZjEEibRjgCxmInfMHYcB9t2sByn6ZdUKEzDIBQ2CYUCBIMmgYCBaRoYpjTL0DhSjRS1YV57ut9dubqW2jC/la6aLtC2a60up9rT18+/QhtKrc1Tqi1S9UZwVYFSSk2JyO8A40AZeFIp9eSqYv8V+BKucHUAH1JKOdf7Zl8vgS7l/gAAIABJREFUc+W86z0V4aWlWRylmovDgvuF7o26HerFhQzhoImlKrx4OUciYrKrv11gRISRvigjfVGy+RpPn13hxPkcJy/m2TMQ5fGDKfYMdFIhR0m9QIcM0SHDmNKylAzP7VezbJ67OMH5uQyP7NnhbWm+NXEcxcUFd2X3gGHQ0xHj66de4ZsvnScaCvJzP/AAj+zZ0ez8apZNplCiryPOWw7cddNWgbeVRdHKkatlyNRnqVhFhP+fvfeKkezM8vx+3zURccO79JWuKrO8ZRU9m2w22XZm1KPZ0TiNzK6k0QJarCDoQQ8SsA96EbCCzEIQBo1daSTMApqd2ZFmtw3Zhr5JFlneZfn0PsPbaz893MjIjMqqYrG7iqwu5h/IjIgb3/3iRsSN73/POf9zDqhKgJAWQb2H286VDqvNeZZbhLRmLiDxUFBJaX30mofRahnSgV4CLWt87naNf/vjaVYXTXp2hPj2Hw3Q3b/xPrcQyt3I5AlUYX0ZsEyPUs6imLMorrVuZy1m1iyadbc9TgiXWEonmQmQzAY6bmNJvR0PdV2JU3OwSy6uC66QPieqKuGwTiwaIhIOEghqBAM6uq50XgU8oXhcXHwp4PvAKFAE/loI8adSyr/cNOzbwDngG8Au4GdCiPellOU75voz4M8AhoaGHs47+ByYqhSIqD45XMgvENODjMZ8BZbluoRUnbgeapU2KpGJhsmbc9yatzixO8Yq5zFkhhgDW5J007EA33u6i1cPpzl9o8wn14r8y7cW6UoEeG5fkkMjUarqElW5TEIMERHdHXGNgOa7/SpNkzcvXmd3b5aDO3o76v89DijWm5y6PctqpUYmFmZytcA/+9mHrFZqPLNzB7934kA7MXm9EgTA87uGGM6mHqkIou22c4oUrGXKdh4pPYRQCKkR4oHMPffLW4ssNXxCWjXncKWDQJAO9LI/8SxpZYDGikFxqUkopBMK++dRftXkwzdWmLxaJZbU+fYf9DN+KI54TMQeX0UEggpd/SG6+rdeCDXrrk9Ym8lrzWJxpoRtblxTK6ogkb47eUViGkIIPE9iWS4rK2Vc12M9uUtRBOFwgEgkSCQSJBTUCQQ0AgH1iSGuTovq0eFBVr/XgUkp5SqAEOJvgRfwRRHr+PvA/yB9Kc5NIcQksBf4ZPNEUsofAD8AOHHixBfqmDZdh4V6iWwoguN5XMovcTQz0E4QrdhNxuJZhBAsl6u+YEIRnJ6ZxvVg91iNJXkWJOhEyYg9pMX4FredEVR56WCK5/cluTRd4aOJIv/24xV+cVbl6T0Jjo9HKIYmqbSFFKkOsouFgkSCASZXCkyvFXlquP+RL+wPAsf1uLq4yqW5JYyARswI8q9OXuSjmzNko2H+0evPs7e/qz2+bloU6012dWc4/AhFEJbXpOaUKVgrFKxlHGmDFATUEFEteVerREpJ0V5pE9JKcwa7FS5N6t2Mx47RGxqmOzSI4uosLZVYWCygqg6JhIEQgkbN4eQv1rj0aQFdV3jh210ceT6NqgtcbFxh4uHHdzarzO707fteqM1xAHHH6HvEKTYLAjqiDl/ceXKnMrDt3rqLmu/Obeuqvc79Zedty/W0WcW32R3lP17X7Yn2FlX1XXDrrrjN50AorNIbNugd7PzdSimpV90txFXKWczcrOE6Gy+q6eKuxJXM6oTCKlKC47isrVVYXi63D14IQSQSJBzeRFxBlYCubbmg2SpXX3fnbajxNjv5Nh63bu/Yp/MkFNzxkW1Y8nds9xXs6wPaG9p5WDE1yaPEgxDUDPCcECKM7+J7DTh1lzGvAe8LIXqAPcDth3mgvy5yzRouvkrvemmVumt3uPcsz6O/Vb38xtIakaCOLRtcnKqQimrosTkUdHaIF8jL6yzJ0yzLsyTECFmxlzDdHT8EVRUc2Rnn8GiMqeUGH00UefdCng8uFTiyM8Yze3XcxDWCMkZCGSEoNsQCihBk42Esx+GjWzPcWslxfHTHl1Ykda1S4+StWcpNk2zU4NzMIv/600vUTJtvHhjju0d2t9ur+yKIOuGgzusHxh96YrIrHepOhZLtq+3qThWBRFOCBNUwYbH1lPZdEfk2IS03pzE937KLaWlGogfoDQ3TExompPquVc+T5HJVZmYW8TxJNBpCUQSO7XH+ozyn3lnDtj0OPp3k+GsJ9KiLLSs4CAJEiLj9CCe0keMi/TJICIkn3fai4uHiLygeHpL1/5vzYzw8wENK119yRGvM+qLUElyItggDf6FR2JAPI1vri9hYa+hcozZGrm/xH0lkS13nr0/rYxQhfGVcK6dKaeUpCSFQ1vOZFF9vt15hQVFauTVCaec8+fk1tPZRW7lPrXGKsumxP7dQRDvvyc+5atG1ANtxaTQsGk2HZsOi3jBp01grb2iDvMRGHElIQjFJb0yjZ0QDjI0ojOdRKTuU1mxKOZvimk0557CyWOfWlQqbgxmBkCCR0UhkNeKt2/XHWlCh5jYoF12cfEvaLQUoEApqhMMBjFCQQEglpOsEAwE/P2m9gsWm5F11vdrFej6SUFhPEF5PDl7Ph1Lazyutz2mTArJdLWOTMrLj+c3bN9SZX5Q7+kFiUCeFEH8DnMEXPpwFfiCE+Iet5/8c+O+BvxBCXMQ/b/4bKeXaozvsz4+pagFD8d/u+fwCmlDYl/KTRX15OaSDEWqm1S5ttFifYXrZ5qUDSUrMEBeDpJSdpNhJUxbJyavk5U2K8jYhUmTFXpJiV0eMSQjBaG+Y0d4wqyWLjyeKXJiscOZmmfH+MCf2SQZ7zhNRukmIQbRNFllA0+hLxig3mrxx4Rp7+7vZ39/dziN61LAch8vzK0wsrBALBdBVhR+88ylX5lcYziT5L14/wo70RqmnUr1J03Y4MNDD3v6uh1LRXUrZ4bYr2Tlkq2BvQDVI3MNtV3NKHYRUdysAhNUYA8YYvYZPSBFtaz+pcrnB1NQajYZFJBJA01SklFy/UOLDn65SKdgM7Q3xzHdipLoCBKWB4aYIEiMgDepVh3rdIhIJ+gusAgiBur64KgJVKH6gXwgURXTcqq0xSmu8v6j7riNFKO3nFHV90aC1aK+rrWT7ctjnkPUrXukTjJDr3ijW1X9C8T9rXyG9fsXs4Sese75uQ9Be5GkVTgbPJ1XpP5brNCslEnfT9g2i9WRrfHusr3Rc39/bVAXCX/0FCF9zJWTLJt14A22vmZQQBIJJhaQMAAGklDiOi+24OI6LZbmYpo3ZNKmZHk7DQ5Fqi7QVFASapqOpGrqqoiq+Oy+cUOlNKIhdSlvmDgLpQrnoUMg1yK81KOSa5HN1Vqcb3LxQ6bD2IpEA6UyETPsvSjYbJZmMQBPssotlSWwB9dYFQSwWIpkMk0iGiUaCGOEARijQksQ/+RB3Jsh9UThx4oQ8depOQ+zRwPZc/vXkBdJBAwXBf3f6J/QYMf7xga8BULFN4oEQ3+gf58bSGmemFuiKh/nhxPu8earIf/L9ILnwzxlWXiUpRjrmdqVNUU6yJidokkdBJyV2kRV7CYnU1oMBak2XU9dLfHq9RK3p0pMK8PReg73DOkltgJjo7yA5aF3RV+toqsrxkQEG04lH6vZbKlU4eWsW03ZIhkO8d32KH527CsDvHNvHK3tG269vOQ65aoOeeJTjozt+bRGE5ZnUnBJFa5V8220HATVEQAndtd5Zw635oobGNEvNKapOEYCgEqY3NEyvMUxvaPi+ar1Gw2JuNk8+X/UTO4M6Eo+56RIf/iTHyqxNulfn5e/2sWfnIAEZRcdAwSfiZtOmXG6QTkc4eGAH6fRvfn7bl42NkkWwrru63+OOq/520uy6Bbdh6a3DdT2aTRvTtGmaDrVak2rFpFJtUK2ZOLbXVgR6UqCpAl1X0XVf0Xe/36Btu+QLNXJrFXK5Kmu5avu2Wm12jE0kDDJpn7Ay6SiZbIx0KkI0GsJ1XSzb3ZQgLYhGgyQSBqlkhEg0SNgIYhg62mNaHuyzIIQ4LaU8cef2xysC/4iQa9ZwpYcqFBbqZVabtQ55ec2xOJTuQ0rJtSW/PI9Dg4tTVXqSAURkASFVYgxsmVsVOhmxm7Qcp85qy6q6QU5eJUIvGbGHhBjuEEREQiqvHE7z4oEkFyf9fKofflTinXMqx3c3ODq+QF9olLDoau+nKIKueATTdvjwxhS9iRjHRgYeuiKu0Uq4vbWSIxUxKNUd/qc3P2A2V+LAQA9/+Owh0i2FoSclhWoDxK8ngnClS8OpUHby5MxFak4ZEGiKTkgJE1a25kpZbpNlc4alhm8hFe1VAHQRpCc0xN74CXpDIyT07Ge6I2zbZXGxyOJSEVWVGAnwlDrLeZdTb5S5falBNBbg3/ndgxw/OoaqqB1XxrbtUizWCYcDPPvMLnp6Hu3Fw1cJ7eRTgPskS/+qUFWlLWa4G2zbt7h8EnOoVJtUK00q1SbFYh3pbYgjJKDpCoEWgWmaQk93nJ7urVa6adrkNhHW+u3FS3M0GhvJWYoiSCbDZDNRMpkomUyMTDqC53mYpsPCQrEjjmeEdVKJCMlUmGg0RNgIEA4HfmOJ6ytBULO1IoFWXa529Yj0RhtxJHSFohTrzXZpo6nyDAtrDq8dS1OS08Top2F6OF4dEAQ0FUPXN5LmhCBCNxHRTb98pk1SM/JdNGmQFrvJiN0ExMZVtaYqHBuLc3RXjFuLdT9Odb7Gh5fqHNpV4dm9SUbjYy0hhf86QV2jNxmjWG/yk/NXWzlFXe0Y0K8KKSUzuRKnp+ZwPY9UxOCNC9d5e+I2kWCAf/DycY4N97ePo25alBomO7vSn1sEIaWk6dWp2r7brmittRJGBUHVIK5ntpCK41msmHNtC6lg+ZXlVaHRHRxkNHqAntAw6UDvA1eU9jzJ8kqeqcUlXM8hHNPRhA71KOffKXP640UUReEbr+7jpRd3Ewh0fsau61Eo1lFVhcOHBxkazHxlXC9fFfjWkko0uvVCUEqJZTk0TQezadNsWlRa5FWpNimVbNYFBeuu0UDL8tJ1lf7+FP39W70s9bq5hbhyuSpT02tY1oZMXlUVMulIB3ElUxHKpQYLS2pbgCOlJBQOkEyESSXDxGIhjHAQI6RvOacfNzzeR/cQ4Hoet8s5kgE/tnM+t8BQJEmqVc7IdB0ieoCYHuTi0hKaoiCl5NTkDADjIxZL1OgVx3A8j339PUgpWS3XydfqyJbwwgjo7ZiLJkJ0i0N0yYNUmCfnXWVFnmdFXiDOIFllL1H6O8htrD/CWH+E5YLJxxNFzt2scOb6EuM7crywL8vhnr0EN1kSyXAINxTgysIqt1bynBgdYCCV+JWClzXT4szUPLP5EumIwa2VPH918iNy1TovjA/zu0/tI9wqbuu3w6gTCQZ4bf/YA4sgbM+k5pQp2qvkzWVszwQEATVIRE9sIRVXOqyZC20Lac2cx8NDQSEbHOBQ8kV6QyNkgn2odxFG3AuOZ2O6dYqVKgvzRaymJBPqIaamUewQZz5d4O23r9JsWhw7NsLr39hPPN4pTvE8SalUx/U8do/1snNn92P/Q9/Gw4cQgmDQdwUT3ypg8jzpx7tMh6Zp02i0CKzSoFo1Mc2GLzhpqeMUhbbrsL8/xeBgZ3xVSkm12mRtrUouX23f5tYq3Li5jONsqDUCAbXtKsykoz4xxQ2ikQDBYIB1F0AwqJNIGCSTEeJxo21xPS7n8+NxFI8QebOOIz00RaFim9yu5Pjtof3t5yu2yZ5kN56U3GyVNrKpc3m6xmBXCM+YBykIywEcRSETCSMUQVc8iut51JoWhVqDlXKVumkhEQQ1lZDuB1fj7CCu7sCSFXLyOnl5ndveDAFiZMVeUmIcTWy4F3pSQb7/Qg/fOJrh0+slTl0v8X/NLdKbXuGl/T08P7yfYEtppioK3fEITdvhvWtT9KfiPDXc39HC4n7wE27znJmaR1UUIkGd/+fj83w6OU93PMJ/+a0XGO/dKPlTrDcxbeeB2tp70qXuVqjYxZbbrtQ6Zo2gEsbQoneM98hbSy1CmmLljlykffFn6DGG6Q7uQFMePHvd9ixMr4Hn+UF2z1LJzwmqqzG6jSFi4ShImLiywJs/PUUuV2Xnzi6+++3D9PVtldCWyw2apsPwUIY9u3sJh7ebUW7j7lAUgWEEMIy7n693i39VKr4LsVxp4jouG0pKP/4VCGgMDKQYHs52uJHXL5o2W1y5XIXFhQJXrszjbSrwaxi6b3FloqRTYeIxg1gsRDxuEAjoIEDXVN/iSvnEtpm4vsiE8ideJHF2bZ7rpRWyoQgfLk/xFzc+5b89+jrDUd+0XmpUeH1gN1iCt67cojcZ5Xr+Bv/shxN89+ks8bG30AnTbb9KbyLGzu70PV+radmUG01WKzUKNT8IqigCQ9fQWou5J11KcoqcvEaNZQQqSTHqS9VF15Y5bcfj/O0KH08UyVVs4mGFF/f28sr4fqLBzmoThVoDy3EfiEBKjSanbs+xUq6SjhqcmV7gbz+9jOk4fPPgON8+NN7e/0FEEFJKTK/VuM9apmiv4eEiUAgqBroS7Dix/VykVZab0yw2plhpzmJLE4Ck3uXLvo0ReoKDBNQHI1wpJbY0Md0G6xWaDS1KUu8mJGMsTNWZul0iGFCJx/18pvmFAj954wJTU2t0dcX4zrcOsXt375YfYb1uUq2a9HQn2L+/n0Ti8a30sY0nA5bltK0vs2lTrTapVk0q1Sa1mvmZ8a/1c9hxPIrFWgdxrd8vlTpLckWjIZ+40hGSiXCLuEKkkhE/v0xTSSYMkokwyWSkJdb49X8LX0mRhCclt8pr7eaD5/MLJAMGQ612GuvVy9PBMKfn5wkF1JZ7bxYhYHzYZYYSWbEP1/PIxu7/RYQCOqGATncihut5VFvW1XK5StW0EEBQ00jqO0kpu2jIPDl5lYK8RUHexCDbkqqPorTcVrqmcGJ3guPjca7P1/loosBPzizwiwuLPDPWw+v79pON+dZIKmLgeh6X5pa53aqU3peMdyy2jutxY3mN8zOLBHUNVRH8+VufcH1pjZ1dKf74+SP0JePtzydfrSOE4IWxYYYyyY6rNtuzqDllSvYaOXMRyzMRAnQlRFiLd7jtpJSU7bwv+27Jv02vDkBMSzES2d+Sfg8RUjfq990PUkosr4nlNX1FlxCE1Rj9xk5ieoqwGkORGjOzOT65PA9ANhNFUQTFUp2f//wy587PEIkE+Z3fPsqJ46NbYkim6VAq1YnHDV58cTfZTHS7JNE2vhD41Sc0YrFfMf7VyhXzWukD/X1JhocybQIDnwTzhZpveW12Gd5Yolo1268nBMTjYTIZn7gSCYNY1KC7O86f/PHzj+wzeKIJqmDWMT2HlGJgey5XCks81z3cXmBqjkWvEUN6kplckUw0jCWrXJ6us7M3jBXwK3RH5A48VcHQBRW7QFA10EXwvguVqigkwiES4RAj2SQNy6bc8NvHF+tNP8CvROjVn6VPOUFB3iInrzIrP2BBfkJKjJMVe9ot5YUQ7NkRYc+OCAu5Jh9NFPjw2hK/vLbEoaEs39y3l9Fuv79UTyJCw7J55+okg5kkx4b6iIaC5Kp1Prk1S6neJBUN8c7EJD+5cA1VUfjDZw/z4u7hdmWNmmlRrpuM9WY4tKMXI6DjSZeaU6VsFyiYy34dLgGquLvbruaUW9LvKZa25CLtpKcl/Y5oCR4EnvSwvCa212ylkQqiWoKe0CARLUFYjaEpvlhDSsnqaoULF2ep1UySyTC6rmKaNu+9f51ffngdgJe/toeXv7aHUKhT5OE4LsVCnWBQ58TxUfr7v/xqHtvYxjoeNP617kKs1y2qVd91WKs1MU23Hf/SVJW+3gRDg5m2gENVFZpNeyPW1bK8crkqVyYWaDZ9peHAQGqboH5VLNTKqK0F91ppFdNzObypekTNsTiS7meptFHa6PryPKWqx6uHo5TkacJ0YVs6A6k4DVklGxig7pap2HlgI6ayvjDeFUJgBAMYwQA9yRiO61tX+Vqd1UoVy/TQGWVI24Wj5chzjTV5hTV5mSj9ZJW9xBlsl0Tqz4T4ey/18foxm5PX8py5kePC9AeMdCV4ff84hwf7MAI6IV1jtVTlx+evsSOdYGqtQDQUoGHb/Isff8pCscKRoT7+vWcOkgz7J/l6JYhoMMDrB8eIRxSq9hpzlRWK1gqe9BACAopBTE93kHTTrbHcnGkr7dYLSQYVg97QSJuQ7tXw7074hNTAcv0rOYEgHkjTFxohqicw1OhdBRKlcoMrl+dZXikRi4Xo6orhuh6fnrrNL966QrVqcvjwIN98/QCpZKe15roexWIdIeDAgQGGh7O/sRLdbXx18VnxL8dxMU3n3vEv1/VVtUGdgf4kQ0PptgJxnbzW1iqUyp+3av/nwxNLUFJKblXWiOst915ugaCisjfZ3TEua0T5dG6WcFBHSo/TU/NoqmDXDrjFGn3iBJ6UpKMGUlbZER4jqBptVVrJzrVzd4Tw83CCqnHfBneaqpCMhEhGQuzsSlFvWVcr5SrlRpIEz5JQjtLQJylwgynPj4P59f92owvf1ZiI6HzrqR5eOdTF6ZtrfHKtwj9/9xSZqMGr+3bx/NgQqaiB43oslSokjBA/On+V965OkgiH+M++/jRHhjbk9sV6g4ZtMt4fJZPymHdOM1loIARoIkhYi3W8L8trstyYZbllIW3OReoODbI79hS9xghJveuBCMmVLpbbwPYsEBIFlYSeod/oIqolMNTIfT/XZtPm+o0lJidXCQY1ulv5JzduLPHGmxdZXikzNJThT//kBXbs6IwlSikplRs4tsuund3s2tWzxaraxjaeFGiaiqap98z/ulv8q1xpUq01qZYaSM8jGg1tUbg+9ON8pLN/iShZTWq2SSwcR0rJhfwC+1O96K18KNN1iOpBFE+wUvZLGzW9ChPTdXYPhGlos233HqpKSAehxAiq/heiK0GSgS6SgS6GwnswvYYvELA3LA2Ebz0ElNC9F2ghCAcDhIMBepMxHNel0li3rsIY7m4aygJV7RZLnGVJniMhhsmKfUTo8U19XeGFfd08uzvL5bkcn0zU+ZtPL/Gj81d5cXyEV/aOMpcv8VcnL1CqN/nanhF+59g+jIBPyjWnwmp9jUi0wUC/hqer5Cy/cV9oUykhx7N9C6nltstbS5tykXYwEjlAr/HguUiu52B6DVxpISVoQicZyBLXs0S0OCE18mDzuB7TMzmuXJkDINOKMy0vl3jjzYvcuLlMOh3hj//wOfbv79/yXVSrTep1ix070uzd03fXnJdtbOOrhAeNf3nuo+2q9MQS1FKj0o6nzNaKFKwG39/k3qvYJnuTPSwUyu0ilJeXZqg1JQdHYpTkOUIk8aww/akYpmywIzh219cSQviLuRomG+rDkx4Nt0rFLpC3lqg6BaTcGKcr95Yma6pKKmqQihrs6k5Ts2zK9S5WyrvImWtUlZtU1ElKYoogSbJiDykxhir8+lyHh7s4NORxey3PqYkmv7hyk19cuYmU0JeM8Q9eOcFQNoxFmTU3R85cAiTDvSl6Y2mCmtFewF3pstKcZak5xVJjIxdJoJAN9nMw8SK9xjDZYP8D5SI5nu0TkmcDAl0JkAp0k9SzhLUYQSX8uQQIUkqWl0tcvDRHvW6140yVSpNfvHWZ02emCIV0vvudwzz7zK52YHgd63kp2WyMEyd2kk49mDhjG9v4KqMj/vWI8cQS1K3yGjF9Q70ngIOp3vbzjufRa8Q4PbdALBRESo8zk4sEdcHogMI1lukRR3ClRyYaRsoqCf3uhUnvhCIUIlqciBan1xjG8WzqbqXdOK9s5QDpN85Tw/de3IUgEgwQCQboS8WxnR4qzTFWK2WmahOUlOvMKydZ8E6TEjvJKvswRBohFHZ1ZRnJ2qxVy1y44ZAy0jyzO4GlTLHoNbEcF8uE/mQ3o9kMAV3dyEVqWUh+LpIfDE0Hetkbf4bez5GLdGcOUlA16Ar2E9czhNXY/S3Lz0CpVOfSlXlWV8rE4wZdXTEsy+HtdyZ4/4PruK7L88+N8fVX9hEOdx6rZTmUSg0ikSDPPTdGT3d8W5m3jW08hngiCapimxTMBn1hv/LChfwiO2MZ4i25+bogQnEF5UaTnkSUqlPg2myTfYNRamIOpCQqd6BoKkZAwZI61Zzk4tQtDh4Y+FxuIE3RiStp4nqaHYzf0cNoZVMx1CABxbinW0vXVNLRMOlomN1eD3XrRWYq09yqnaMgb5H3rhOSWbJiHyllFFXo9MQyvHrMxKFGgyaqDNBoBjF0jYNDWaRe5XbjDEv5aZabMx25SGPRIy1CGmy7Nu+Fe+Ug9QSHiOtpwlqUgPLru84aDcuPM02tYYT8OJPnSc6em+ZnP79Mudxg//5+vv3NQ2QynarC9XwQXVM5dnSYgYHUdmmibWzjMcYTSVDL9QrriuCC2WC6WuDfHT7Ufr5qm/QbCZaKFVTFX6AuzM1g2uvuvQsEiOJZsbZ7Lxvs4+bECitrFVZWy+zf18/oSNevtMAFlBCBQIhUoLvdTqLqbCS4ypYb7W4JrusQiiASCrAvNM6+rnFqVo2rpXNM1s8xJ99nwf2EqLuTLnUPETWJJoJUzSZlt0Q0XqWhLvOz3AzNVi5SVEsyHNnXSpAdxviMXKStOUgQVuObcpCi93Vlfl44jsvU9BpXry4ixEY+0+3JVd544wILi0UGBlL8we8/w8hItmPf9Sx7z5Ps3dPPyEj2sSnlso1tbOPeeCJ/pbcqa0Q1f3FcLw57JLMRf6q7NkciCc7fXCIRbrn3ppaIhBSGelQmWCAr9uFJSSYaxvWqBOwEudwy3V0xXFdy+fI8s7N5jh4ZIvVrxC6EEBhaFEOL0hUa8Ct7byoRVHF8ObsiNEKKcU/XWiQQ4XjXizwlX2CxMcVE6RSL5lXKTGDY/SgygKWtYms1MMFQo/QZO9uEFP2MXKTPk4P0MCGlZGkUKdz3AAAgAElEQVSpxMXLczTrFslUGE1TWVur8OZPLzJxdZFEwuD3/97THD402JGrJKWkXG5gWS4jI1l2j/feU3a7jW1s4/HDE0dQdcditVGl1/Dde+fzC2RDEfqMTS0bJOAoNC2XZFilZOa5OW9ybCxBVcwjpUdUDqJpGpGgTtUVFJe9doM4TRN0dcWo1Uzeff8a42M9jI/1PJSrclWoRLUkUS1JnzGC7VnUW9Ua8tYKdSsHAjThx6/ulF0LIegPj9IfHqXmlLlZOceNyjls6dJnDNMbGqHXGCampe8bd1nPQbJds01ID5KD9DBRLNa5dHmOtbUK8bhBtvWZv/HmRT759Da6rvLN1w/wwvPj6Hrn51CrmdRqJn19Sfbt7X/kcthtbGMbDx9PHEEt1yvtpmWm63C1uMIrfbvai3HTdYgFgqwWqwRbi9qZ2SkcFw6NRClxCQ0DaaXoS8cwZZOYkmFqMk8s1rnIRSJBDCPA7dsrzM3mOXJ0iN6eB6uK8KDQlQCJQJZEIMtQZC+m26DmlChYqxSsFVxpIxDoaoigYnSQTkSLcyT1MoeTfmPG+xHS5hwkXzru5yAlHjAH6WGi0bC4em2R6ek1DCNAd3ccx3H54IPrvPPeVUzT5ukTo3zj1f1bYoHNpk250iCZCPPSi7vJZrf2ktrGNrbxm4EnjqAmq3kiuu/GuVJcxpEeRzbJy6u2yXi8i5uTeTKRMJ50OTu5QjKi0Z/RuCLnSIldyJZ7z/IqGM1eLLtGQt+6QCuKIJOJ0mzafPzxTQZ3pNm/f+CRuZKCqkFQNUgHe/Gk57dDt4sU7GXKdr6jHbouAn7Dt7sQ091ykBKBLInPmYP0MGHbLlPTq1y9uoiqCrLZGELAxUtz/PRnFykU6uwe7+U73z7UTsLdvG+xVMcI6TxzYie9vckvtTSRbdk0Kk2/Pbuq+H/r9xX/8bZycBvbuD+eKIIyXYfFWpluw1dvXcgvYKg6Y/GNoLkjPRRb4Hm+km+tkWdyyeLF/SmqYhFPOkTlIMGWe69kS9bmbIzPqCoQCukEgxrLKyWWlkscOjTIjoH0I10kFaEQ1mKEtRg9xiCudKg7Fcp2nry1tKkck46uBLE9E8+zkQ8hB+lhwvMki0tFLl2cw7RskskImqYwM5PjJ29eYHY2T09PnP/4P3yJsbGejn3XmwYqiuDQwUGGBtNfammieqXB7LV5bp+fxrFdNn+kEhDSb54AAqEINF1F1VRUTdm41TU0rbW99bymb76voagKaov42iTYQYYbz20ep96nwv02tvG44YkiqJVGFVoNBD0puZBf5FC6F62l1HOlhyYU1gp1wq0ks1NTU0gJB0eilOQVVAJgpunNxLCkheqGWF6xyGY+uzGfEIJkMoJtu5w+M8XsbJ7Dhwbvmo39KKAKjZieIqanGAjv6mgSWLELZIN9JPTsr52D9DCRL9S4dGmOfL7qV0iOh8gXavzsZ5e4eGmOaDTE737/KZ46NrKl/0253MBxXMbGeti1s/sLSRy8G6SUFFdK3L44w8JNvwtvPBtD0+//8/I8iZQS6XlIT+J5EttysZoOXmubv91DSpCe5+/jSVp0508k2vda7Rf8FjrrIyQd/1BUv8yNeic56gqarrW2+c9ruoamK21iXCdDVVUQSqdl2EmGW63GbWzj8+KJIqjJSg5D811rU5U8FdvsKA5btS3SeoS11Trd8QiedDk3tUZ3Qqc7qXPZmyUuBgGFTDSM6daQpfQ93WT3gq6r9HTHKZcbvPX2Ffbv72fnaPcXnnOzuRzT44Z63eTqtUVmZ/IYYZ3u7jiNhsUbb17ko49voiiCV7/ut1oPBjtP00qlQaNhMzSUYc/uvnvWE3vUcB2X5Zk1bp65TXG1TCCkk+57cKvZHyfgCz4vfJLz2gTpuR6u4+HVW6TY2ta+722QqG8StqhvMzHSQZmbrMX2UFRNRdGUO8hxwyLUAv59VVVQAyqqqqIFfMJU7mIlCmWdKDe2BUL6tpX4BOGJISjLdZmvl8gGfcn3+fwCihAc2FQ9ounadIlou7TRYmWVuVWbbxxNU2UJF5NIh3vPY3XaIR771WTk8biB63pcmVhgZjbPsSNDpNMP1iL9SYVtu9yeXOHa9UVUVSWTjSKl5OOTN3nr7QkaDYujR4f55msHtijv6nWLSrVJd1eMZ58ZI5n8cpoGNmpNFm4ucuPMJFbTJpII07XjwaqMPA5QFAGKyhe5jPuW4iaykxLHdrFNB+k1W1bi5jEb4zb3VG315/Pvt//LjteJJMLEM3GS3XEiiTBGNIQRDRE0trsf/6bhiSGoNbOG68l2/b3z+QXG41ki2oZYwZOStUKDWMg/UT+dmgJoJedeR6CiWl30ZWK4uDRrLm5DJxDVsCyHf/PDswwNZjh2dHiLrPleUFWFrqwvj37v/Wvs2tXNnt19X7lEUc+TLCwUuHR5HstySKUiKIrg6rVF3vzpRdbWquwc7eI73zlM/x2t1tdLE0WjIV58fpyurtiX4p4srZWZujTD7NUFpIBEJkYi2ynWyC0W+OTHZ7jw7hWspo2irrvE1Pb99fjQXf8UBVVT7hgnWvsrW+fQts6n3jGforbm3DRf+7ktr3XH/p9xXMr6cX2G1SiEQKgCv1bzo6NGKSW25VBYLrI8vbpRzFT4FbzjmRiJrjiJbKxNXKFoaNvqekzxxKyS05U8IdV/O6vNKgv1Mn8weqT9fMOx0aWKaTokEyE86XJ+Ks9ANkgyorHoTRNnAKRfTqjp1mmsBQi14hoXL81x7twM587N8PY7E7z4wjhPn9i5xf10L6xL0ien1pifL3L0yCA9PYnHIg70qJHPV7l4aY5CoUYiESYeD7GwWOQnb1xgcnKVbDbKn/7J8+zZ09fZ/dfxezPpAZVjx4YZ6P/iSxO5rktuPs+NM7fJLRbRAxqp3iTKpuPwPMnNs7c5+aMz3DxzG6Eo7HtunERXHM/18FzZur3jz/Nv3Tu2Ww0Hz5O4jtseszGHu3Hf29jHbbnkviwIwX1J7+7EKVA0deN+e9zdyXwLcd7xWoGgRrInSbo3SaonQfTOXl+Oi9mwmLu+wNRFZ7PdtW11PaZ4oNVVCPFfAf8pvi19Efj7UsrmHWO+DvwvgA6sSSlfebiHem84nsdMtUAy4LuELuQWATrjT45JyA1gK/5pOVNcZKXg8J0TSeqsYVMnwhAhTSMS0FmrF6muROiL+wKHM2emyGai/PZvH+W9967xxpsXefe9qzz/3BjPPTu2pSDp3aAoguy6JP3kLQYGUhw8sOOJrW5Qq5lMXF1gbi5PJBKkuxWX++GPznHu/DSGEeC3f+soT5/obLXueZJisQYI9u3rY2S464Et1ocFq2mxcGuJ66dv06yZhGPGFjdeo9rk7FsX+eTHZ8kvFoimInz9j17kxLeOEvsSXLnt2JJ7F+LzNpPkBsm560TneHclva2EKvEcF9fbTJp3EOdm8nU659wyd+u4bNO9K4G7dzmuzjH3JuV4JkqqN+UTVq9PXP5finhmwwq/p9WFRNO1rVZXzCAUCW5bXV8APpOghBADwD8G9kspG0KIfwX8EfAXm8Ykgf8d+I6UckYI0X3XyR4RcmYNx/Paar3z+QX6wvG23Bx8EiuXTXojfuLmJ5PTftfU4SgleQ4QqGYPfdk4EiiXG+hujy9Fz1WYnsnxrW8eZGxXD2O7epidzfHu+9d46+0JPvjlDZ55epQXXxjfksx7N6xL0ldWK/zirSscOriDwcHME9NS3LIcbk+ucv3GEpqqtCqNu/z8F5f55Yc38DzJSy/u5pWX93Y0BVxvGmhZLjtHuxgf6/nCybtSqDIzMcfUpRk8TxLPxIilOslmeXqVT358hvPvXMZq2gztG+C1P3mJfc/vQfuCiXQz2rGlr1AH4HURh+d6mHWTwnKJwlKR/FKB/FKR/FKRm2cmqRSqHfuFIsFNpNVJYsmuDQv5TquLdZGkgEjcaFtd0WSEUCS4bXU9ZDyoi08DDCGEDYSBhTue/xPgb6WUMwBSypWHd4ifjdlqsd2IsO7YXC+v8q2B3e3nHc+jaTmEvRC6quJ6Nhemioz2GERCKrPeNFH6UNBJRQ2aTo3KkkJP1HcRnD3rk9nRI0PtOQcH/c6sS8sl3nv/Gr/88AYfn7zFU8eGeemlPZ/ZW0gIQSoZxrZdzp6bZmY2x5HDQ7/RJXk8TzI/X+DS5TlsxyWV9HOrTp+Z4ue/uEK12uTQoR186/WDW+oXVqtN6g2b/v4k+/b0f2HSfP+4PfKLBW6em2Jleg0toJHoSnQs9K7rce2TG3z8wzNMXZpBC2gcfnkfz3zvKfp39d5n9m08SgghUFVf3q4HNKLJCIN7+reMs0y7RVw+eRUW/ftLkytcPXkD19lovKdqKsnuBOm+5CbiSrVdh3pQ37a6viB8JkFJKeeFEP8jMAM0gJ9KKX96x7DdgC6EeAeIAf+rlPL/ftgHezd4UjJZyRMP+FctlwtLeFJ2Vo9wTBRTIdTKS7mZW6RYdXn5UAyTIhZl0uwjpPvuvcXSGtSiBFNaq5XDDONjvXclj96eBH/w+8/w2qv7ef+Da5w+M8Wp01McOjTIK1/bs6XiwZ3QdZXu7jiVSoO3351g754+du3s/lKTTX8VrK1VuHRpjmK5TjIRJhEwuHFzmTfevMDycpmhwQz//h8/z+BgZ6v19dJEqVSEE8dHv1CVo23ZLE2ucP30bWqlOqFIkOyOzhqFtVKdUz89z6c/OUs5VyHZHeeb/9HXOf76YcL3uZjwPInVtB78YD5H+EjKRxNr+rXm/TzH//kGfy6omi9Nv9OSDQR1eoa76BnemnLhuR6ltYpPXOsktuhbYDNX5jAbnd9j23XYkyDVl+pwHRqxkG/NfQ6rKxwzCISeTDf/r4sHcfGlgO8Do0AR+GshxJ9KKf/yjnmOA68BBvCREOJjKeX1O+b6M+DPAIaGhngYyJs1LM9BV/zF4nx+gZgeZDS2ES+oWRZWwyOebKn3JqdRFdg3GKEkL/pvwOylLxsHIcjnqkTUPgBu3lqmXG7wve8evu9xZDJRfvf7x/nGq/v54JfX+fTUJOfPz7B/Xz8vv7yHHQPp++4fixmEwx7Xri4yN5fn6JHhLf2MHkdUa00mJhaYmy8QjQTp7oqzvFLmjTcucOPmMqlUhD/6w2c5sH+gY+G3bZdisU44HODZp3fR05P4wlyctXKdmavzTF6YxnU8oqnIlvjS/I1FTv7oDBffn8B1XHYeGea3//NvsvvErg6BxJ2wmhaVfBUkxLMxROs9/UpaGLEupP7sndvzP8ALtb+HBzime033IMfUPv4HOqb2xA8w9t6DmrUmtVIdq2ltijH582sBDT2gowU1P/eq9d0oqkKqJ0GqJwFHOueTUlIvN3yX4WKRwnJxw3V4dorKW5c6xt/PdRhLR/3KJ5usLiEEUnroAZ1YOrphdcUMX2H4Fbe6HsTF9zowKaVcBRBC/C3wArCZoObwhRE1oCaEeA//q+4gKCnlD4AfAJw4ceKhXAbO18qorRPR8Twu5Rc5mhloy80BSo0mCRFGVRQc1+biVInxgQihgMq0O02YblQM0lGDulmnUvDojfpS5zNnpwmHA+zd04fVtGjWTGLp2D1/uPG4wfe+e4RXXt7LRx/f5OOTt7gyscCuXd288vJeRkey9/yBqapCtitGvW7x/gfX2Dnazd69j6ck3bIcbt1a4cbNJXRdo7tVafzv/s0ZTp2eJBjU+c63D/Hcs7s6rEHX9ZV5iqpw+PAgQ4OZL0SZJ6WksFxk8sI0C7eWUTSFeCbecaXt2A6Xf3mNkz86zdz1RQKhAMe/dYRnv3eMrsHsfeeuFms0a02MiMGBF/bSt6uHUHg7FvFlYT12ZDYsrIZFo9akWqhRK9aoletU81W8zRajlKiahh7UWkTmJwgLIYgkwkQSYQb3DGx5nYflOgyGA1utrtZ+d1pd6wrDr4LV9SAr3wzwnBAijO/iew04dceYvwP+NyGEBgSAZ4H/+WEe6N0gpeRWeY2E7ltPt8prfq+nTe69umPTbLgMG/6YieVZak2PQyMxTFmhSZ5ujhMOBAgHA0wvLxO0MiiGoF63mJhY4JmnR9E0lZmbi8xdXSQ7lGF47wDB+yxAkUiQ1187wEsv7ubTT2/zy49u8H/8n+8xOJjmlZf3smd37z2JKhwOEArpzMzmmF8ocOTwIH19ycdCku66HvMLBS5dmsN1PVKpCJ4nefe9a7z3/jUcx+W5Z3fx6tf3Ed70+aw3DXQ9j91jvezc2f2FEK9jO6zMrHH99C3KuSpBI0C6v7PaQ2mtzKk3z3HqzfPUSnWyA2l+689e58irB+9LMo7tUM5V8ByP7uEsx75xiEx/arusz2MAVVMJxwzC9xAtSem7YNcJrFm3qJXq1Io1qqU61UIN23LaF6JS+k1C9UCLwII6mq4+fNfhuky+bz3mlUTTVfJLha+k1fUgMaiTQoi/Ac4ADnAW+IEQ4h+2nv9zKeWEEOIN4ALgAf9cSnnpnpM+JFQdi6brkGi1cr+QX0QTCvtSGwVFc406mqUQTfhXG59MzhDQBOMDYYryCgC62UdvVxSkZGW1THdo0J/v4gyu6/HUsRFcx2V1JkeyJ0E1X+XCu1cY3NtP91DXfV0+oZDO1762h+eeG+PM2Sne/+A6f/kvP6S3J8ErL+/hwIEdd3VtKYognY5gmg4nP7nNQH+SAwd2fGllfQBW1ypcvDhLpdIkkTDQNJULF2f52c8vUSo12Levn29/8+CWFhflcoOm6TA8lGHP7t4O4npUaNSazF1f4ObZSRzTIZLsdONJKZm+MsfJH51m4qPrSCnZ8/QYz/zWU+w8PHJfd2O93KBWrqMHNcaf2snAeB+R+JdT1WIbvxqEEASN4H0Vd47t+FZY3cRsWDSqzTaB1Ut1SmvNdjULiURIUFvW17oV9ihdh4muOI1qk1KujGd7d1hdYeKZ2G+81fVAl7BSyn8C/JM7Nv/5HWP+KfBPH9JxPRhkZ4mT8/kF9ia72wm7AMV6nbju90kynSZXZivsHYygawold4YQaVQZIR0xKFdrWA2PWNgXNpw5M01fb4K+viT5pSKu66GoCuF4GM/1mLm6wMpsjtFDQ1ukyHdC11WefWYXJ46PcuHiLO+9d42/+utPyPziMl/72h6OHhlG07YSXTCo0d0dYy1f5a23r3Dw4A6Gh7JfqCS9UmkyMTHPwmKRaDRIV1eMyalV3njjIvMLBfr7k/z+7z3N6GjnVWS9blKtmvR0J3h+fz+JxKNfxIurJSYvzTJ3bQEhBPFsDH2TpWY1LS68d4WTPzrD8tQqRjTE899/mme+e4xUT/Ke87qOSyVXxbYdUj0J9j1/lO7BzGcWhN3Gby78QrnaPS8+PM9rW2DrRFYr1akWa1SLNYqrZaS7iTikH+9aJ7BgOMDgnoHP5TpcvL3CxMc3NqkG7+I67EkSz0aJJqOEY8ZGaxcp0YIasdRvjtX1xPy6lhoVVppVXr9DXr5WaTCW8NOyLszPYFqSQ6MxbFmnxjJZeYRIMIgRDDC9OE+YDAKFpaUSC4tFfut7/qXP0tRKh0tPURXimRhmw+LKR9fpHsyyY3cf+mdU1FZVhWNHhzlyeIiJiQXefe8q/9/fneGttyd46cVxThwf3eL6EkKQTPiS9PMXZpmdzXHkyDCJRyxJN02bm7dWuHlrGV1X6eqKkctX+X//7gwTEwvE4wZ/7/dOcOTwUAdhmqZDqVwnHjN48cXdZDPRR+qedF2Xtbk810/forBcQg/qpO+o9pBfLPDJT85y5ucXaNZMeke7+f4/+g6HXt5P4D7fWbNuUilUURWF4QODDO0dIJ7ZboK4DVAUBSMSwojcOyXCMu02gVkNi3qlTqVQo1asUyvXMeum/9sQAulJv2O3rqIFfeura3DrxajrepR/RddhsidBLB0jmgwTTUQIRYNthcrjaHU9MQR1Pu+nZh1J97W3LdcqGJ5GJOh/wKem5ggHFUZ7wxTlNQACdj/9XTEc2yWXLzEc8gnpzNkpVFXhyOFB6tUG1UINLRykVGkihCCgqwQDKkEjQCCkt06QAsP7d5Dpv387dfBdeAcODLB/fz83by7z7nvX+PFPLvDOu1d54flxnn1m55YkVV1X6e6KUak0efudCfbu7mVsrOehS9Jd12N2NsfliQVc1yOd8l2NP/7JBU5+cgtNU3n9tQO88PxYB5k6jkuxUCcY1Dnx1Cj9/alHaumZDZP5G0vcOHsbs2YSSXS68TxPcuvcJCd/dIYbp28hFIX9z+/m2d86ztC+gXt+R54nqeQrWE2baDLMsVcP0jPc9RvnHtnGl49AUCcQ1LeUXVqH67qdBFZttmJhdWqlOsWVEp7nW0sC32mkagpaQGNgvI+RA4Md+Xqf6Tq8V8Jyj+8yjKWjRJMRYukosXQURQjf6krHSGRjX7jV9UQR1GAkSSq4YY4vlStkdd/1VrfqXJurcnRnHFURlNwZAsTQZIxkxKBYrCElGEoMx/E4d36GvXv7CIeDzF1fQFUVHNdj784uHNclV6hTrJq+2aypGIkwnuNy6/w0K7M5Rg4M3jNAuxlCCMbHexkf72Vqeo333rvGz39xmfc/uMazz+zihefHtrQ1j8VChMMBrt9YZnYuz9Gjw3Q9hNbmUkrW1ipcuDhHtdYkmQgjBHz88U3eftdvtX78+Civvbq/I5HWdT1KpToA+w8MMDKcfaR5XOV8hekrc0xfnkW25Nzx9Mb7b9bMVgmiM+QWCkSTEV75gxc48e2j97V+LNOmkqsipWRgvJeRA4Okeh4Pcco2nkyoqooRNTCi9xZz2KZNs262iaxWXicw35Vom067pcm6pD6RjZPpT7fdievn8D1dh5MrTJy8u+sw1ZPwySsVIZaKEm+5B7WARvdghme/d/yRfT5PBEFVbJPb5Ry/Nbi/vc31JKuVGvu7/Cz/M7NTOC4cGo3hSpMKC2TkfqLBEEZA5+rKFHEti4LGxPV56nWLp44N47oey9NraEYATQgS0SBCCLLJCLbjUq1brBVqFMpNpJRokRCNqsml9yfo39VL786eBy5/MzKcZeQ/yLKwWOS996/x/gfX+PCjG5w4PspLL+7uaC+hqgrZbJRGw+KXv7zO8HCW/fv6f+WmfeVygysTCywtFYlGQ2QzUS5fmefNn16iUKgxPtbDd759iJ6eRHuf9dJEju2ya2c3u3b1dJQuepjwPI/cQoGbZ2+zOpdH1/3CoJsl6iszq5z88VnOv30Jq2kzuKefV//rl9h/nxJEUkpqpTqNapNQJMj+53fTt6vnvm6bbWzji4IQgkAocF/rfV3MsU5gzVqTarFOtVilVqxTzlU6mldqmkrfaDeDe/p9AgvqqKpyX9fh7NX5La7DWCbK0J6BbYL6LFzMLyKBI5kNeflKtUoQjYjux41OTS4QD6sMdoUoytuARLf76ev2846qzRojxghIvzBsLBZibFcP5VwF13FxHZWhvs7q47qmkoobpOIGjutRrVvkS3VypQaegFsTcyzNrrLr8AjJrsQDJ2v29yX5oz94ltW1/bz/wXU++fQ2n3x6m6NHhvja1/Z0WEuGESAY1Jmfz7O4WOTw4SEG+h/8qr/ZtLl5a5mbt1YI/f/t3XmQXPd12Pvvr/dlumff9wEw+wCYwWAhsZEEKIrUQtJ2Eiay5TjWU6mS2C9+71U5iavsVPmPlPOcV6n4vUTFOC5vkqyIEiVZpCTKIsUNJJYZ7PsyC2bfe19v/94f3RhMAxhgAAwwPdD5VE2hcfv2nTMXjT5zf/f8zs9uobTUw8jIPD/+6SmGh2cpL/Pym1/ew6ZblloPBqOEw3Fqaopobam87SpvtcRjCcavTXK57yrhQARnnpOS6ptDqOkWRFc4/HY/A6eGsFjNdO1rZ+dLPVRtXL4F0Y0ScSNhUFZXypZnOiiuKszJG8VC3M1Kijni0Zv3wmKROMH5IMHMMGJgNkAyYSyutZVf4qGwLJ/m3g3pcnqbBbPFRCQQXRw6nJtYYH5iAdsj+oV08Wd7pEd/TE7NjVFgc1LnvlmFNbywQIUjXY3niwS5Nh5mV1v6g9uXGsKCC5suotDlZGrCh8mkcGgvgUCUy1cm2bO7GbPZxMTAFDaHlbjWFN2lKMFiNlHgcVDgcVBflSIUTjDvjzA+6aPvg/MUlefTvLmevPuoZCst8fArr2zjuWfa+OjjSxzrG+D4iSE62qvZt691cd2kdEl6HvF4kmPHrjFSUUBX591L0g0jxfD1Wc6eHQWgpDgPnz/Md944yqnT18nLs/PyF3vY1pNdch2JxAkEohQX59Hb23TPnoMPKuQLMXx+lGunhzEMA29hHqU1NyfLhvxh+t45xdGfHMc37Se/1MvzX95Pz/Ob71ryHQ5ECPvCWGwWNmxtpLa5Enf+o/kZhMgFJpMJh8t+1zl9ifiSBBaOEw5ECC6ECGVK6iPhGAoW55ZVb6rEYrNgxJOPNPZ1n6CSKYOzC5PsKq1b/K06aaSYCQVpL03/1n9saICUTg/vpXQSPyPk6w147HZsZjPjM3N4HflYtJ0TJy+SSml6uuuJhmIEZoPYvA68Vgv2FU4sNZtMePPsePPs1FbmEwrHGb0+y4lfnKOovpiy6mI8XueKh+MKClx8/nNbeWZ/K4c+ucLhI1c5c3aU5k3l7N/XSn19+oPbZrNQVuZlfj7Eu++do6Ojhvq67E4NOjPX6/TpEUKhGAUFLgwjxc/+4QyffHoFpRTP7G9l757mrPji8SQLvjB5bge7dm2kvMy76vdmtNbMTSxw9eQgkwNTmC1m8ks8WTeBx65M8OlbfZz58DzJhEHT5npe+soBmrdvXLYjxY2hi0Q8QWFZPts+s4WyuhIpERciw2qzYrVZl/1lzTAM4tEEscy9sGg4Tmgh9Mj6Qt6w7v+HDgTmiBnJrLWfZkJhTFrhsaaHnRAR70gAACAASURBVPoGxynxWigvsOFnGI2BPVFFRZmXhYUwCR3BQzVaa/r7h6irLaakxMPI5XFMFkU8blDisvFn//rPqWmuYvcrOyirW771zVImpfC47bS2VrEhnmT8+izB4SlSVcUoS/rmpdttW9GyEnl5Dj7zfCd79zRz+Mg1Dn1ymf/xP9+nob6E/fta2LixHKUU+flOkkmDU6eHGR6eYeuWegoKXPj8Ec6dHWVyyofH46CoyM2xvgF+/u45wuE4W7fW8fyBjqz5SoaRYn4+hNVipntLPTU1RavemiiZSDI+MMWV/msE5oM4XA6KlwzjJRMGZz++wOG3+xm5OIbNYaXn4GZ2vNRz13+HaDhGcD6EyQS1bTXUt9XctgKuEOLezGYzTrf5sd+bXfcJ6oJvCpvJTGvBzSWoBubmqHIWYFKK6eACw1NRntlctDi8Z8aOXZdR6HJw7coUVqsJh85nZGSO6ZkAr7zcQ8pIMTU0jd3lIJo0GDhyhenrsyxM+jj+89M0b9/Anld3Ut9es+IrCavNQt2GcsL+CMHxOco2lFNYX8bUdIDpmQAKhctlxem03fWYTqeNZ/a38vRTG+nrT3en+Ku/+ZiqygL272ulra0Ki8VMWamXYDDKL94/T0V5PpNTfuyZ+0wXL03w05+eZnomQGNDKS9+touqqsLF73GjNVEqpWlpqaSxoXTVWxOFAxFGLo1x9cQgiXgSzy3DeP7ZAEd/coK+d04SXAhRXFXIS185wNbnunAsM3yZSmmC80FikRh5+W62PNNORUOZlIgLsQ6t6wSltebiwhTtBeWL60FFE0lmQmF2l6W7GhwdHASgqzEPrVP49XXcugaP3Yk2NL5ACHe+A5vhou/4JaxWM50dNQTmgiTjSbTVQrHXyVvvnaaurZp/+u9/hSNv93P4rX7+4t9/k+pNlex5dQdtu5rv2vJoKZfXiSPPwfz1WRZGZ+nc08a2bQ3MzoW4fn2OmdkAAE6HFZfLvuxcIpvNwlO7NrK9t4kTJ4f48MOLfOvbn1Ja4mHv3ha2bK4lL8+B02nD5w9TXJzH5KSPN757lGsD05QU5/Glf/YUrUuWWtdaEwhEiUYTNDaW0rypYlUXDdRaszDlY+DMMKOXx9NXfKXexeG2Gy2IjrzVz7lPL6FTKTb1bmDnSz1s2Nq47LlIxBL4Z4NonaJqQwUNnXUUludLXzwh1rF1naAu+qbxJaJZ1XtzwRAKvdhAtn9ggqpiG0UeGwE9ikEcR7KaylIPs7NBsMZw6RoS8RSnT1+no6Mah8PK0OlhbE4bcSNFYtbPzMgcr/zOi7i9Lp59bQ+7X93JiXfPcOj7R/j2f/oBRRUFPP3KDrqf67xnNwlIFzYUVhQQjyXo//lpiisL2byvnbqnNxGNJpidCzIyMsfklB9SGpvdgtttv+PwmsViondbIz3dDZw9O8L7H1zke28e4933zrF3TzM93Q1oDW/+oI8TJ24stb6F7b1NWccLhWKEQjEqKgpoa6ta1U4VRtJgcniGK/3XWJj2YXPYKKq82bQ1Hktw+v1zHH67n4mBKRxuO7u+sI0dL/ZQVHHnFkRLS8TtThttuzZStaFi2TklQoj1ZV0nqA8mrqKArsJ09wgNDM4vUObKw2oyM7owy8R8nBe2pYeNfHoIExbsqXLynXbOXZ3B5jTh0oWcOz9GLJakp7uBWDiGb8aPu8BFKmFw4f0L2BxWOp5uWfzeNruVHS920/uZLZw/fJmPvneYH339Hd795ofs/FwPO17qWVEDUZvdSlltCYH5IL/49sds6mliQ3cj1VWFVFcVEo8nmZsPMTI6x8S4DyOVwmo1k+d23Na7z2RSdHXV0tlZw6VLE/zigwv8/Y9O8O5754nHk6RSmt1Pb2L/vtasq6JYLIHPH6Eg38We3c23NXt9GNFwjNHL41zpHyAWieMucGUN481NLHA004IoEoxS3lDKy//qs3TtX74FUTJh4J9Jl/+X1haxZX87xdVFUiIuxBNmXSeoX4xfpcZdgDfTzTwcSzAXCbOtpAaAIwMDAHTU56UnlephXLqKfIebWCRJIpnEYTJjN/Lo7z9FYaGLhvoSJganMJkU4ViSUq+DH390gY7drXdcXsNkNtHxdAvtTzUzdG6Ej948zHvf+piPvnuY7gNdPP3ydooqC2973a08hXm4vC6unhxk+OIoW/Z3pNvr2CxUlOdTUZ5PMmkwvxBmfGyekdF5EkkDs9mEJ8+BdclEVKUULS2VNDdXMDg4w8efXMZut3LgufassvBEwmDBF8Zht7K9t4nKioJVa03km/EzdG6E4fMjAHiLPXgziS+V0lw7Ocinb/Vx+dhVlFK0P9XCjs/13PWeXiQYJbgQwmqz0LSljtqW6mVbyAgh1r91m6BiRhKlVFZxxHQgmL6nYXWiteb44BQN5XY8LgshPUmSyOLw3uSkD7M9hVMX4JuPcW1gmgPPtQOayWtTOPMcBGNJps6PEI/G6Tl49xV1lVI0dNTS0FHL1PAMh35whL6fneLoT0/QvquZ3a/uoKa56q7HMJtNFFcVEQ3H+PRHfVRtrKDj6ZbFKzGLxUxpiYfSEg8dHTX4fGEmJn0MD8+y4EtiNpnIy7MvFjMopWhsLL2ty7hhpJhfCKevuDprqastWpXWRIZhMDs6x+XjA8yOzWG1WSksv9m0NRqKceLd0xx++zizY3O4813s+0dPs/2zy7cgMowUgdkAiXiSglIvvVIiLsQvjXX7v9xutvCNZ77ED4fOApDSMLLgI9/hwGW2MTA7yVwgye6O9FLrPj2MwoQzVYnTYmXQF8bmNXClijlyYgiloHtrPYG59JIKZqcNl8PK0ffPUVxVSF3b7S3xl1NWV8Irv/MSB760j09/1MfRnxzn7KGLNHTWsvvVnWzqabrrlYrDZcdeV8Lc+DzvffMj2p7aRENHXdZ8ILPZRFFRHkVFebS2VOH3R5icSicrnz+CSSncbntW66FUSuP3R0gmDTZuLGdDU9kDt0ZaKh6NM3Z1giv9A4SDUVweZ9Yw3tTwDEfe7ufEe2eJR+PUtFTxq7/3eTp2tyybaGKZLuJKKeraaqhrqya/ZPXnXgkhcte6TVA33PjACkSiBOIxmgtLMSnFkYEhTCZoq3VnhveGcOkKCp1eQpkPcKUUNsND//FjNDWWUVDg4lLfVax2K9FYggKLYujsdQ7+xv4H+mD0FOXx/Jf3s+/XdtH3s1N88sOjfOOP36C0tpjdr+xg8/72ZT+glVLkl3jTc4AOXWL4/Cib93dQfIfhQpNJUVDgoqDARfOmCgKBKDMzAYaGZ5iZDoBJYTGbiMeT1NUV09xcQd4qzGcIzAcZPj/C4JnrpFIpvMUeSjNDboaR4tLRK3z61s0WRJ1729j5Ug/VmyrveLybJeJxXF4nXfvaqWwsu+uickKIJ9e6T1A3TAWCKBMUW12kUpqTgzNsrHLitJuJ6DniBMhLtlJakMf4wCw2J1i0i+uDfhYWwjx/sINYJM7ClB9PkZtEKM7g0Ssok2Lrsx0PFZvdZefpl7ez83M9nPnoAh+9eZjv/9mP+fnffsiuL2yj94WtOJfpZWexmimtKSbsj/DR9w7T0FlLy/aNy7YtUUrh9Trxep00NZURCsWYmQkwNx+isaE0q+Hsg0ilUsyNz6e7PQzOYLFZyC/1Ll7dhfxh+n92iiM/zrQgKvFw8Df2se35LbiXafN0o0Q8lUpR1VROQ1ddej0nKREX4pfaE5GgkkaKCV8Qh9WCx+Lg4uQogYjBZxoyvfj0EADOVDWWFCQSSUxuA7dRzsfHh3A4rLS3VTM7MoNSimjcwJtn54NfnGVTT9OqLVBntpjZ8kwHm/e3c/XEIB+9eZif/fX7fPCdT9j2whae+nwv+aV37nRwY+7U6KVxxq6M07mnjepNlff8EHe77bjd9sV2SA8qEU8wMTDF5b5rBBZCOPMclNTc7PYwdnWCw2/1c/qDcyQTBo1ddbz42wdo2XHnFkQ31q0J+8PYnXZad6ZLxFeyRIkQ4pfDE5GgfJEoUSNBuTNdXn5kYBirRdFSkx5u8ukhnLqMYmcBC7OhTBFBAiIuzp0bpXtrHRaLifGBaZweB+FYEmZ8BOaCfO6rB1c9XqUUG7sb2djdyPi1ST5+8wif/vAYn/59H11729j96g4qGspue13W3Kl/OMXQuRE272t/pCu8hvxhrl8cY+DUEMmEQV6hm7LadLJLJgzOHbrI4bf6uH5xDKvdSveBLnZ+roeyutI7Hi+ZMNLdk5MGxVWFdO1to6S6KOv+mhBCwBOSoMYXAmiTptTmIZE0OD08S0uNC6vFREz7iTJPodFNscfF6MQMrjwrKW3h4pk5EgmDnu6GdHFELI7dZcdkMrj08QVcXifNvRsXv09wIUQkGMViMeMucK1K+5zKpnJ+7f/8Agd/Yx+HfniU/p+d4uQvzrKxu5Hdr+6gaXP9bfe/bHYrZXWlBOaCvP+/DrFxWxMbtzZgta1O63utNfOTCwycHmbsygQmiwlvsXdxTSX/bIBjPz3BsZ+mWxAVVRby4lcOsPXZzmWHKiPBKCFfCLPFTGNXHTUtVXgK81YlXiHEk2ndJ6i4YTAXimC3Wsi3Ojg7PkI0rtncmD285zJqSEUNQGGYorh1Kcf7Bykr9VBdXcjVE4NYbVbC0QQem5mLR6+w46WerIXuIsEoW57pIBKMMnp5HN/MLCaTSq+I6XE8VIVZQVk+L33lIM/8k90c/ckJDv+oj7/6w29TuaGcPa/soH13621DZZ6iPFz5Lq4eH2D4/Ahbn+mkrK7kgeNIJpJMDc9wqe8avhk/Dpedoqp0t4cbLYgOv9XHuU8yLYi2bWDn55ZvQZQyUvgzid9b7KXn4GbK6kpWLZEKIZ5s6z5B+UIRUjqF3WTGbbZxZGAYp13RVJm+Ie/TQ9h1EcXOYmZmArhcVhLECE/auD4yx2df6CIRSzI3sYCnKI9AKMbE6esYyVTW3KdELIHdaaO2pQqTyURL7wbC/jAzY/OMXh5ndmwetMbmtOHOdz3wkJXL42T/P3qKp1/ezqlfnOXj7x/hO//57yn4mw94+ou9dB/cjH1JF4jb5k5tKKd9ydyplYiE0gn3yvEBEtEE7oKbw3jxWILTH5zj8FtLWhB9fhvbX+y+Y0UhsLggmtZQ11pFXXstBaVSIi6EuD/rPkFNBYKYzIoyu4dYIsn56wt0NboxmxQJHSbMNAVGFx67lalYGIfDQRLF2eMzmEyKrVvqmJtYQKl0abTVaubo++eo3lRJef3N+yiB+WBm/lL6KkYphTvfjTvfTX1bDfFonPlJH2PXJhi/OoWRSGK2mHHlu7ISykpZbRa2fWYL3Qc3c/HoFT5+8zBv//nPee/vPmb7i93s+vy2rC4KDpcde62N2fF53vvWR7Q/1UJ9e81dE+XCtI+hs9cZvjCWrv4r8WAtSb8l5icXOPL2khZE9aV88V++wOb97Xcc2kylNKGFENFwDJfHQeeeViqbyqVEXAjxwNZ1ggrFE0TiSfIcNoqtbk6MDJMwNJsb84Gl1Xs1xIIJrFYzSaLYk/mcOHGN5uYK3G47V49dwelxEo4lcUZjTA1N84WvfSbrexnJFJVN5bfFcIPNYaO8vpTy+lI270v3ipsemeX6xTGmR2ZRSuHypCvx7qedkMmkaNu5ibadmxi+MMrHbx7hwzc+4dD3j7Dl2U52v7ydkppiYOncqSRnD11g6Nx1tjzTQVHFzSsdwzCYGZnjcv81Zsfn001bK9LdHrTWXDkxwOEf9XPpWHrxwrZdzez8/LZlWxAl4kn8M350SlPeWEZTVx1FlYVSIi6EeGgrSlBKqd8DvkK6H+tp4Le01tE77Lcd+BT4J1rrN1Yz0DtJaQ06M/fHYufYwHU8LhN1Zekb9T49jFV7KbSV4J9OrwYbUxFmLrsJBqP0dNcTmA8RiyTwOO0QS3LtyGUsNgude9sWv08kGKWg1Lvim/pms5nC8gIKywto3raBkC/E7Pg8I5cyQ4GAzWG976HAutZq6v7dq8yMznHoB0c58e5p+n92ktYdm9j96g7q2tI9CC1WCyXV6blTH343PXeqaXM9M6PpxBQLxXB6nYvDeNFwjBPvnuHI2/3MjKZbEO39tafY/tmtyy7wF/KFCQci2BxWmrdvoHpj5X0NKwohxL3cM0EppaqB3wXatdYRpdT/Al4D/vKW/czAnwA/fQRxLiuhDQosTqLxBJfG/exsSd/rSOoYQcbxGq04zRYCOo7JpFDA2f5Z3G47Lc2VDJ4ZxmqzEE8YOKwmzn18gfanmrOq0UK+8ENN1r0xFFjXmh4KXJjyMXZtkrErkxiZhq/3MxRYUl3EF//lCzz3z/Zw+K1+jvy4n/OHL1PbWs2eV3fQsmMTJpNanDs1cmmM4XMjKJPCU5S3mGinr89w+O3jnHj3DPFonOpNlXdtQWQkDfyzQZKJpJSICyEeuZUO8VkAp1IqAbiAsTvs8zvAd4HtqxTbipXbPfQND5FKQVdmcq5fDwMaV6qGcCCKw2HFIE4yaOfSxUF27dxIKmkwNzZPXqY4Ijk6QzQUyyqOSKU0Cla8xPu92Bw2yupKKasrpWtv2x2HAp0eB8485z2HAvMK3Bz40l72/upO+v/hNId+cJRv/cc3Ka4qYvcr29nybCdWmyVriC9lpDh/+DKH3+rj2skhzBYzXXvb2PFS97LNbKOhGMGFECaziYaOGmpbq/EWPbq5V0IIAStIUFrrUaXUnwLDQAR4R2v9ztJ9MldZrwLP8ZgTlMNkJd/q4NjACEVeMxVF6ZvyPj2MRbvwqjKS8QTufBtRFWbwuAXD0PR01zM/uQAqPW6JUlw6dJGCsnwaOusWjx9aCFHxiG72LzcUOHp5nJnRebTW2FdQFWhz2BYr684dusjHbx7hh//tp7z7zY/Y+bketr/YDRr6/uEUR3/cz8KUH2+xhwO/vo9tz2++45IVKSNFYC5IPJbAU5TH1uc608t/rEJzWSGEWImVDPEVAi8DjcAC8B2l1K9rrf92yW7/Bfh9rbVxt1JipdRXga8C1NXVLbvfSinAbbYRjSQYmAyxr6sApRSGThBglDyjCWtCkcos7Ke1wbl+H9VVhZSV5XPqg3M43A6isST2ZJLB00M889qerCuXaDh2X53MH8adhgLHr00xdnWCRDyJ5R5VgWazia69bXTuaWXg9DAff/8IP//Gh3zwxqdorUnGkzR01vHCbz1H685Nd2xBFI/G8c8GUUB1SxUN7TUUlOVLibgQ4rFbyRDfQWBAaz0NoJT6HvA0sDRB9QJ/l/kQKwFeUkoltdbfX3ogrfXrwOsAvb29+mGDd1tsNDlKODY0CLA4OTfAKBoDR7KGaDBGfp6TFAZzo5rJyQBf+PxWQgtBYuEY3mIPkWCMqVPpY3Q/17l4/GQiidVuWXa+z6O0dCiwc28r/tkg09dnGFnBUKBSiqbN9TRtrmdyaJrDb/VhMpnY/tluyhtub0GktSa4ECIaiuJ0O+nc3UrlhvJlG9IKIcTjsJIENQzsUkq5SA/xHQCOLd1Ba91447FS6i+BH92anB4FpRR2k4W+gTEqiiwUe9NXFj49hFnbyUuVYtLpUu0YEa71G1gsJjZ31TJ+ZQKL1YxhpDApOPfheZq2NFBQlr94/MBciMbO2jUvAjCbzRSW5VNYlp8eCvSHmR2byxoKTFcFurM6XwCZ+UufveNxE/Ekgdn00ukVjWU0HeiSEnEhRM5YyT2ow0qpN4B+IAkcB15XSn0t8/zXH22IdzcTDDI6F+H5nvRVTkob+PV1nEYNKqxxZobD4okkF07O09ZWhcWsmB2dJa8gj1A0TnJmAd+0n898eX/WsZOJJFUbKx77z3Qvbq8Lt9e17FCg2ZzuFbjcUGDIHybsj2C1W9i0rYnqTVIiLoTIPSuq4tNa/xHwR7dsvmNi0lr/84eM6b6cHh0BoLMhfeUTZJwUCWzxakiCLc+CRjN8IUo0kqSnu4GFKT9agzIpjJRm6OhVHG47rbuaF48bDcfwFLofaafw1XDHocCRGUYujDEzOgukhwLtTjvBuSCJRIKiikI6nm6htKZYlk4XQuSsdf3ppLXmzMgUdeU2vK70j+LTQyhtwRktw5opjkgS5Wpfgvx8J02NZZw7dB5nnoN4wsBspLh05DI9z2/Bart5OoLzIbr2tq6r4oCsocCe9FDg3Pg8I5fHmZ9YSC+d3lqd80lXCCFgnSeoC+PTzAcTPN2ebvWjdQq/HsZhVKKiGndB+ia/3x9h+EqQ/ftaiQQjRILp4gh/KEbw6jjJhEHPwa7F42qtAZ3Vi289ujEUWNtSjdZ6XSVbIYRY13fDf3L6PCYF7fXp6r0QUySJYolWYDdZFqvbLh8PozV0d9czMzKL2WpGa43WmkuHLlDRWJbVZy/kC1NWW4Iz78lZ3VWSkxBivVm3CSqV0rx7doC6cgsue7pyLT28Z8IaKMWdKRBI6hiX+qI01JeQ73EwMzKDM89JLJ4k5Q8zfnWS7gNdWR/gkWA0a7KuEEKIx2/dJqiEYfCrO9rp2pBORFprfHoYW7Icu2HHbk+PXo4M+/HNJujpqWdhykcqlSk7TxhMnhrEbDGxeX/74nGNpIHFaqa46vHPfRJCCHHTuk1QdquF157qpK483XonwiwJgpjC5eQtacdzsS+MzWamva2G8cyCe6mURqVSXDh0kdYdm7JKrANzQeraaqS6TQgh1ti6TVC38ulh0Aqzv5S8TAeEaCzBwOkInZ01GLE4kUAUm8NGJJYgPDJDJBChe0lxBKQnr1bn4NwnIYT4ZfMEJaghrMlivCpvscfcpbNzJOKanu4GZsbmMJvT96oMQzN09Are4jw2bl1sgkE8GsflcWR1kxBCCLE2nogEFdU+YiygA6Xku2+u43SxL0hRsZPqygKmr8/i9DpIGimS4SgDp4bY+mwXpiUNUwNzIRq76qXiTQghcsATkaBuLO1uC1TgcqTvPy3MxpgYjNPT3YB/NkDKSGEymYhEk8xfGEGndNbwntYanUpR0Vi2Jj+DEEKIbE9MgjLHCyi0Fixe/Zztn0Up6NnayMS1SeyZ+1JGyuDyJxep76jN6lIeDkQoqiqUnnRCCJEj1n2CShIhwgwpfwnFnvTCe6mU5uLxAI0bC7EoCPkj2J02YvEkkYkF5icWsjpHAIT9ERpl7pMQQuSMdZ+goqYJAJyRKmyZpSZGroYI+VL0dDcyMzq7WBwRTxhMnhrA5rDR8XTL4jEMI4XZbKKkpvjx/wBCCCHuaN0nqIh5AhXPo9R2897R2f557E4TbZtqmL4+h9PjQGtNIprgytErdO1txea4uRRFcC5IdXOlLGcuhBA5ZF0nqIgRIK5m0f5SCj3pvnnRiMHAuSDtm8sIzYcwkgYms4lILInv6hiJWJLug5uzjpOIJahteTzLugshhFiZdZ2groVOgAJXrBpLZhXYSyd9GEno7W5kYnBqsTgimTQYPnaVkpoialuqFo+RiCWwOW0UlsvcJyGEyCXrOkFdCfZD0k6l82bCOd+/QFGFlWKPl+B8CLvThpFKEZ4NMHZ5nJ4Dm7PmOQXmgzR21cky50IIkWPW7adyIhXnevQCpnAxXkd6cu7sZJSp0Ribe8pZGPcvdpSIRBPMnBvGZFJsebYj6zhGMpW11IYQQojcsG4TlNVk459X/0cKYxsxZ9Z9Otfnw2SGLR0NTA7N4PSkE1cyYXDt8GWaezfgKcxbPEYkGKWg1Ju1TQghRG5YtwkKwGPJx2NKJxfD0Fw84aOu1YEpYs0UR5hJJA0WBiYJ+cK3FUcEfSEau2TukxBC5KJ1naCWGrwYJBIy6OouY2pgFntmwcJoLMnEqUHc+S6atzUt7p9KaRSKsrqStQpZCCHEXTwxCep83wJOj4mmmioCc0HsLhtaayKBMEOnhtj6bCdmi3lx/+B8kKoN5did9jWMWgghxHKeiAQVCiQZvBRkU7eLyEQSk1kB6VVzZ8+PkDJSdB/Ibm0Uj8Spa6tZm4CFEELc0xORoC6e8KFT0L61kJlrPpx56Um7sViC4WNXqWmpyhrKSyaSWB1WiioL1ipkIYQQ97CiBKWU+j2l1Fml1Bml1LeUUo5bnv+SUupU5uuQUmrLown3dlprzvcvUFZrpchSSDKexGwxk9Ia3+gcc2NztzWGDcyFqG+vWezRJ4QQIvfcM0EppaqB3wV6tdadgBl47ZbdBoD9WuvNwB8Dr692oMuZG08yNxWnpdfFwmAcW6Y4IhJNMH1mCKvNQueetqzXJBNJqjbIsu5CCJHLVjrEZwGcSikL4ALGlj6ptT6ktZ7P/PVT4LHd3Ll2MobFqmhocREYi+Jwp4se4pE4g33X6NjdisN1sxAiGo7hKXTjLfY8rhCFEEI8gHsmKK31KPCnwDAwDvi01u/c5SW/Dfx4dcK7u3gsydC5GA0dTpTPkWlXpDCMFFMXRohH41mr5gIE59Nzn2RZdyGEyG0rGeIrBF4GGoEqwK2U+vVl9n2WdIL6/WWe/6pS6phS6tj09PSDR51x5MggiZhmU48T/9U4rkxH83AswfjJQYoqCmjoqF3cP5XSgKa8QZZ1F0KIXLeSIb6DwIDWelprnQC+Bzx9605Kqc3AnwMva61n73QgrfXrWuterXVvaWnpw8QNwHvvXsSdb6KoTGMELZitFgACM37GL43RfaAr60op7A9TXl+K0+1Y7pBCCCFyxEoS1DCwSynlUulP+wPA+aU7KKXqSCeu39BaX1r9MG8XjSaYGPfRsMVKdAJstnTSSa+aO4RSsPW5zqzXRIJR6ttr73Q4IYQQOWYl96AOA28A/cDpzGteV0p9TSn1tcxufwgUA/9NKXVCKXXsUQV8g8Nh5c/+v9fYtM1KZMS8WBwRicQY6b/Ghu5G8ku8i/sbSQOrzUJxVeGjDk0IIcQqsKxkJ631HwF/dMvmry95/ivAV1YxpywF6gAACatJREFUrhUxmU0YYY055kQ5FFprZq5OEJwP0vO/Hcja1z8bpK6tGot1RT+yEEKINba+O0loRWg0hduVLhmPxpNMnB7C6XHQumNj1q5GIkn1psq1iFIIIcQDWNcJKhUGRooXr4pCvgijp4fYsr8j60opFonj9DgoKPUucyQhhBC5Zl0nKLRerNJLpTTjpwcxkil6bl33aT5E0+YGmfskhBDryPpOUEuEo+m5T5UbyqlovDnPSWtNyjAob3j4snYhhBCPzxOToOZHZpi9PkPPgeyrp3AgQklNMW6va40iE0II8SCeiASVTBqMnRzAbDXTtS+7MWzYH8nqJiGEEGJ9eCISVCAYY/TEIO27mhfbHQEYRgqz2URJTfEaRieEEOJBPBEJavL8dWLh2O2NYeeC1DRXYrNb1ygyIYQQD2rdJ6ikkWL85AD5pV6auuqznovHEtS0VK9RZEIIIR7Guk9Q8WCEiUtjdD/Xicl888eJxxI43HYKy/PXMDohhBAPat0nqLkLo6Ch+8Dtw3uNXXWZNaKEEEKsN+v609tiMTFxdpjGzfUUlhdkPWcYKSoby9coMiGEEA9rXSeoS0evEJwL0nPL1VM4EKGgzEtegXuNIhNCCPGw1nWC+vnffojNaaP9qeas7SF/mMZbCiaEEEKsL+s2QUXDMT75+2O09G7AuqSMPGWkMClFeV3JGkYnhBDiYa3bBOVw2fkvH/4xvS9sydoeXAhRtaEcm8O2RpEJIYRYDes2QQFUNpXjLfZkbYtF4tS21qxRREIIIVbLuk5Qt0rEk9gcVooqC+69sxBCiJz2RCWo4FyQ+o5azGbzWocihBDiIT1RCSqZNKjeULHWYQghhFgFT0yCioZieIvz8BTlrXUoQgghVsETk6BCvhCNXfWyrLsQQjwhnogElUpp0FAmc5+EEOKJ8UQkqJAvRFl9CU63Y61DEUIIsUpWlKCUUr+nlDqrlDqjlPqWUspxy/NKKfVflVJXlFKnlFI9jybcO4uGYrKsuxBCPGHumaCUUtXA7wK9WutOwAy8dstuLwKbMl9fBf77Kse5LCOZwmqzUFRZ+Li+pRBCiMdgpUN8FsCplLIALmDsludfBv5ap30KFCilKlcxzmUlYgnq2qqxWC2P49sJIYR4TO6ZoLTWo8CfAsPAOODTWr9zy27VwPUlfx/JbMuilPqqUuqYUurY9PT0g0e9hMvjpGrjY8mFQgghHqOVDPEVkr5CagSqALdS6tdv3e0OL9W3bdD6da11r9a6t7S09EHizf6mJhPF1UUUlHof+lhCCCFyy0qG+A4CA1rraa11Avge8PQt+4wAS6sUarh9GHDVuTxOeg52ydwnIYR4Aq0kQQ0Du5RSLpXOBAeA87fs80Pgy5lqvl2khwHHVznWO7LarPfeSQghxLpzz8oCrfVhpdQbQD+QBI4DryulvpZ5/uvA28BLwBUgDPzWI4tYCCHELwWl9W23ih6L3t5efezYsTX53kIIIXKHUqpPa9176/YnopOEEEKIJ48kKCGEEDlJEpQQQoicJAlKCCFETpIEJYQQIidJghJCCJGT1qzMXCk1DQytyTd/OCXAzFoH8QAk7sdvvcYucT9+6zX21Yq7Xmt9W/+7NUtQ65VS6tid6vVzncT9+K3X2CXux2+9xv6o45YhPiGEEDlJEpQQQoicJAnq/r2+1gE8IIn78VuvsUvcj996jf2Rxi33oIQQQuQkuYISQgiRkyRBCSGEyEmSoJZQStUqpd5TSp1XSp1VSv3vme3/QSk1qpQ6kfl6aclr/p1S6opS6qJS6oU1jH1QKXU6E9+xzLYipdTPlFKXM38W5mDcLUvO6wmllF8p9W9y8Zwrpf5CKTWllDqzZNt9n2Ol1LbMv9UVpdR/VY94Sehl4v6/lVIXlFKnlFJvKqUKMtsblFKRJef962sV911iv+/3Ro6c828viXlQKXUisz1nzvldPgPX5n2utZavzBdQCfRkHnuAS0A78B+A/+sO+7cDJwE70AhcBcxrFPsgUHLLtv8E/NvM438L/EmuxX1LvGZgAqjPxXMO7AN6gDMPc46BI8BTgAJ+DLy4BnF/BrBkHv/Jkrgblu53y3Eea9x3if2+3xu5cM5vef4/A3+Ya+ec5T8D1+R9LldQS2itx7XW/ZnHAdJL21ff5SUvA3+ntY5prQdIryi849FHumIvA3+VefxXwCtLtudi3AeAq1rru3UYWbPYtdYfAHN3iGfF51gpVQl4tdaf6PT/4r9e8prHFrfW+h2tdTLz10+BmrsdYy3ihmXP+XJy+pzfkLmS+MfAt+52jDWKe7nPwDV5n0uCWoZSqgHoBg5nNv3rzHDIXyy5vK0Gri952Qh3T2iPkgbeUUr1KaW+mtlWrrUeh/QbDyjLbM+luJd6jez/tLl+zuH+z3F15vGt29fSvyD9G+4NjUqp40qp95VSezPbci3u+3lv5Frse4FJrfXlJdty7pzf8hm4Ju9zSVB3oJTKA74L/ButtR/478AGYCswTvryHNKXrrdaq7r93VrrHuBF4F8ppfbdZd9cihsApZQN+CLwncym9XDO72a5OHMqfqXUHwBJ4BuZTeNAnda6G/g/gG8qpbzkVtz3+97IpdgB/inZv4jl3Dm/w2fgsrveYduqnXNJULdQSllJ/8N8Q2v9PQCt9aTW2tBap4D/wc0hpRGgdsnLa4CxxxnvDVrrscyfU8CbpGOczFxq3xgumMrsnjNxL/Ei0K+1noT1cc4z7vccj5A9nLZm8SulfhP4PPClzDAMmaGa2czjPtL3FJrJobgf4L2RM7ErpSzArwDfvrEt1875nT4DWaP3uSSoJTJjw/8TOK+1/n+WbK9csturwI3KnB8Cryml7EqpRmAT6RuDj5VSyq2U8tx4TPoG+JlMfL+Z2e03gR9kHudE3LfI+q0y18/5Evd1jjPDIwGl1K7M++3LS17z2CilPgv8PvBFrXV4yfZSpZQ587gpE/e1XIk7E9d9vTdyKXbgIHBBa704/JVL53y5z0DW6n3+KCtC1tsXsIf0Zegp4ETm6yXgb4DTme0/BCqXvOYPSP/Gc5HHUNW0TNxNpCtpTgJngT/IbC8Gfg5czvxZlEtxL4nFBcwC+Uu25dw5J51Ax4EE6d8Qf/tBzjHQS/pD9Srw/5Lp6PKY475C+t7Bjff51zP7/mrmPXQS6Ae+sFZx3yX2+35v5MI5z2z/S+Brt+ybM+ec5T8D1+R9Lq2OhBBC5CQZ4hNCCJGTJEEJIYTISZKghBBC5CRJUEIIIXKSJCghhBA5SRKUEEKInCQJSgghRE76/wFmh960ybfncgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oYuOaEygIReY9+M3N2Hrt7Pj5zpizRWQXmqk9WkdDlVrEq1AoFFeKMQVKCPErIUSXEOJMxLYfCSFOCSFOCCHeFkIURez7rhDighCiRghx15Ua+HiZMbeY2x+9ibP7aji880RMbXV6HdlFZk68f4YLJ+pVOiSFQqG4AkQzg/oNcPeQbU9KKZdIKZcBrwE/ABBCLAA+AywMt/lPIYR+4oY7Mjq9DiklwRiyRay7bw2zV1aw85fv0V7XGdP5EgwJ5BRncWZPNecO1Ko1UgqFQjHBjClQUsqPgL4h2yJrUaQAA1OILcBzUkqvlLIeuACsmaCxjoopLZlZKyqwdFijbqPTCe7/y3tJTkvm+Sd34HXHlr1cn6AntySb88frOflhFcGgCpxQKBSKiSJuH5QQ4gkhRDPwCOEZFFAMRDpmWsLbhmv/FSHEESHEke7u7niHcQlzVlSQmZeOrdcedZuUDBMP/PUm+josvPaLt2M+p06vI7ckm+bqVo69c4qAPxBzHwqFQqG4nLgFSkr5PSnlDOAZ4OvhzWK4Q0do/99SylVSylW5ubnxDuMS9Al6lt+6GL/Xj9/rj7rdzMWlrH94HSd3neX4+6djPq8QgtySbDobuzn05nFVR0qhUCgmgImI4vs9sDX8vAWYEbGvBIhtsdE4Sc1MYekti+jrsMYUvHDzg+soX1TKa794h+44s0VkF2Vh7epn347DuB1qMa9CoVCMh7gESggxO+LfzUB1+PkO4DNCiEQhxExgNnBofEOMnoEAiZLZhZTOL8bS2R91W51exwN/vRFDYgLPP7kjphlYJOb8TLxOH3tfPoTD6oyrD4VCoVBEF2b+LLAfmCuEaBFCfBn4RyHEGSHEKeBO4C8BpJRngeeBKmAn8DUp5VWJHHC5vOzZU4Pd7kEIwaIb5mFMMsS0EDc9O42t/2sjnY3dvPnL9+MeS3pOGpom2f3iQazd0YukQqFQKD4mmii+z0opC6WUBilliZTyl1LKrVLKReFQ801SytaI45+QUlZKKedKKd+8ssP/GE2TdPc62LO3FpvNjTHJyMo7luCwOGJKSzR7RQWfun8tR946wZk95+IeT5o5FWOigT0vHaK3XRU8VCgUiliZVpkkEo0JJCTo2LO3ln6bm6wCM/PWzqYvRoG47ZEbKZlbxCs/30lfDGHrQzGlJ5OSYWLfy4foaOiKux+FQqG4FplWAgWQkpKI0ahnz54arFYXlcvKySo0099jG7txGH2Cnge/sRkhBM8/+QoBf/xWyiRTIuk5aRx8/ShN1S1x96P45KFpGtbufrX0QKGIk2knUAAmUyKJiYawuc/D8tsWEwwE8cUQ+GDOz+C+P99A24UO3vndrnGNx5hkxFxg5ti7p1VqpGmOpmn0dVg4u6+at3+7i11/2MfhnSdi+u4pFIoQ01KgAEwmI8nJIZHyBiXLblmEpcMaU6HCBdfPZe29K9i/4wjVh8aXvdxgVKmRpitDRWnvS4dorGolJcNEflkuve0WDr1xTK2PUyhiZNoKFEByshGTycjevbUkZqZSvmhGTKmQAO587BYKZubx0r+/Tn939GbC4YhMjXTqI5Ua6ZPMaKKUU5KNOT+DBEMCEMp+b+u1s//VI7idsZV3USiuZaa1QEFIpFJSEtl34AL5c4pJSjHiskW/iNZgTOChb20h6Nd44aevxpSMdjgGUiM1nVOpkT5pDBWlPaOI0lDM+Zm47R727zisKjIrFFEy7QUKICnJQGpKIoeO1FO2ohJHvzOm0POc4iw2/emdNFW18MGze8Y9HpUa6ZNDMBgcUZRyxxCloWTkphPwBdmnFnErFFER3S9rGpCUZEAIqLrYRcH8EjrPtZA7Iyfq9kvXL6T+dCO7t+1n5qJSKpeVj3tM2UVZWDqt7NtxmLX3rCA5NXncfSrGTzAYpL/bRntdJ801bfg8fhIMCaRlpZCRM76fTFpWKnaLg70vH+L6TatIz06boFErFNOPa2IGNUBiooH0tGTa+z3o00wxhZ4D3PPHt5NTks32n702YXfAKjXS1CBypvTO7z68xKcU60xpLNLMqegT9Ox56SCWLpVpRKEYiWtKoAASExPINKfgTDTS1++KqQaUMcnIQ9/agsflZdtPX50w/9FAaqQ9Lx2MWTQV8TOaKI3lUxovKRkmEk2J7H1ZZRpRKEbimhMoAKMxgbz8DPzpqTTWdcYUep5flsvGP7mDupON/M93no45S8VIpJlTMRgN7H7xoLpgXUEmU5SGYkoLZRrZ+/IhOpsmpiaaQjGdEFNh0eiqVavkkSNHxtWHw+Hhg13nyM5OjbqN3x/kzOGLpMsgs+YWxXS+cwfP89K/vY6Uki1f38CiG+bFOuRh8bi8OPocrN6wnILyvAnp81pnqE/J7/GjD/uUrpYYjYbX7cPWY2PVXcsoqiyY7OEoFFcdIcRRKeWqy7ZfywIF4PH4OPzeWcoK0ikriz5oAsDa1c/zP9lBS00bqzcs5+4v3YrBOP4Lns/jw9rVz/LbFlM6r2Tc/V2LTHVRGorP68fa2c/y2xapz1xxzTGSQE29X+pVJinJyJLrZnH4g7MYkowU5adH3TYzL4Mv/7+f492nPmLvy4dorm7l4W9vIbsoa1xjikyN5PP4qVxajhDDFStWRDKcKCUYE0g1p5Awzui7WJBS0nahg7P7avA4Pdz+6M2Y0keP0DQmGjAXZHLs3dME/RozF5depdEqFFOXaTODOnykjqamXgoLM+Nq33qxk6rjdSxZPIOCOEJ/aw5f4MV/e52gX2Pz1+5iyU0L4hpHJMFAkJ7WPuasrGDe2tnodNeky3BURhWlqzhTihSls3ursXT2o9PrECJ0I/PoDx4ku9A8Zj8Bf5C+tj4WrJvDrOUV6sZEcU0wrU18/TY3n3vkP8k0p/Dlx28iKckQcx9SSs4dvkBnm5X58wopzIldpPq7bTz/kx00V7ey8s6l3PNHt2FIjH0skWhBjZ7WPsoWlrD4xvno9fpx9TcdmGqidGZvNVX7agZFqWJpGYtumMe8tbPpbunl2SdeBAGf+95WSucVj9lvMKjR29LLnNWzmLdmlhIpxbRnWgsUwDvvnuGfnnydwoJMvviFT2EyGWPuw+fxcfLDc3g0jVllORTlRW/uGyAYCPLeM7vZ8+JB8styeejbW8gtyY65n0iklPS09lFYkc/yWxdNSR/KlSYYDGLtstFRP3VE6ezeGqxdl4uSKe1Sc15vWx9P/f02bD02tv6vjSyMIqAmdGPSS8XSMhaum6dmz4ppzbQXKIfDwy9/9SGvvXGS3Nw0Hv/ijaSkJMbcj7XLRtXBWkRSIuXFmRTmpsV1B1t79CIv/uvrBHwBNv3pXSxdvzDmPiKRUtLXbiGr0MyqO5diTIpdgD9pTDlR2lPN2X0fi1LlsnIWrps7rCgNxWlz8fsnXqS5upU7H1vPDfetGfN7pWmSnpYeSueXsOTmBWr2rJi2XBMC9cGuc/RZnDzz+31kZaXy+BdvJC0tKea+Gs+10NHQhTQamVGQTnFeelwiZeu188JPdtBY1cKK2xdzz1fuwDhOk5+l04opPZm1964kOSX21zbVmUqi1Hq+nbN7a+IWpaH4fQFe/NfXOLu3htUblnPPH9+OXj/6zGhg9lxUmc+yW67N2bNi+nPNCFR2dip1dV089cw+MtKT+dLjN5E+RgTVUIJBjap9Nfh9AXxASV4GJQXxiVQwqPHBs3vYvW0/uTNyeOhbW8grjS2cfSi2Hjt6g47rN60iJSNlXH1NBQZEqb2+k5YpIEoDPiVrlw19go6KpeWD5rvk1PHdFGia5N2nPmTPiweZvbKCh761hcTk0WfDUkp62/rILclm5Z1LMRjHd5OjUEw1rimBAmho7OGpp/diMiXypcdvxJwZ24XcZXdzZk81poxkHC4/RfnplBZkxO2wvnCinu0/fQ2fx8/GP7mD5bctjqufAewWB1pQ4/pNq8jIid1XNtlMJVFqqW3n7L4rJ0rDcfjN47z23+9QUJ7HI9/fGlXS2N52C+a8DFbfveyaMPEqrh2uOYECaGnp4ze/20NiooEvPX4j2VmxLeLtauqm/nQTaTlp2Bw+CnNTKS3MRBenSNn7HLzwL6/ScKaJZbcsYuNX7xjXhcZlc+Nxebhu46qoQpgnmyknSntDPqX+7pAoVS6bycIb5jJvzZURpaHUHr3I8/+8g6SURD7/gwfJL88ds42l00pKhok196yYliZexbXJNSlQAG1tFn792z0YDHoef+xGcmMIH5dScuF4PbZeB6b0ZGwOLwU5qZQWxS9SWlBj1/P7+PAPe8kuzuLhb99HftnYF6aR8Di9OKwOVt89NVMjDYpSXScttZMtSm2DPqXJEqWhtNd18vSPtuFz+3j4b+5j1rKZY7bp77ZhTDZw3cZVMfvBFIqpyDUrUAAdnf38+je7EQIef+wm8mMIH/d7/ZzefQ5DooEEYwL9Dg8F2WmUFccvUgB1pxrZ9i+v4nF5ufcrt7Pi9iVxmw+nWmqkqSZKZ/aEzHf9PfaQKC2fyaJ185i7ZtakiNJQ+ntsPP2jbXQ397L5z+5ixe1Lxmxj73Og0wmu27SK1BjN1wrFVOOaFiiArm4bv/7NboJBjccfu5HCgugzTth67Zw7UEt6djoIsDm95JlTKC82o9PFL1J2i4PtP32NulONLLl5AZu+eieJpthD4yEUIdbXbmHxjfOoWHL1UyNNFVHStIGZUqQo6alcXj6lRGkoHpeXP/zTy1w80cBND17PbY/cOOZnaLc4kJpUhQ8Vn3iueYEC6Om186tf78bvD/DYF26kuDh6v01zdSvt9V2kZ6chpcTu9GJOT6aiJIuEhPgXUWpBjY+27eeD5/aSVWDm4e9sidtUd7VTI005UQqvU7L1hkRp1vKPzXdJcayJu9oEA0Fe+8XbHH3nFEtuWsB9f7FhzPfR2e/C5/Fx/ebVmPMyrtJIFYqJRQlUmD6Lk1/9+iPcbh9f/PynKC2NLstDMKhx7kAtfm9g8A7c7vKSZExgTlkOSYnjuyDXn2li209exe1wc88f387KO5fGNQu60qmRppQo1bQO+pSmmihJKXE7PLhtbkwZpqhnbVJKdm8/wLtPfUTZghI++//cP6afyWV343F6uW7jyk9EsIxCMRQlUBFY+138+tcfYXd4+fyj65gZRfQUgNvh4czuc5gyTOgTQhd+l9uPRDJvZg6pcZrnBl+D1cn2n73GxRMNLL5xPpv+7C6S4uhT0yS9rX0UVk5MaqRIUWquaSXgDUyqKA2sU7L1OtAn6Jm9YiYLb5jH3NWzpoQouWwukGAuyKRoVgHnj9YhpYxpOcDpj6p48d/ewJwfSjSbNYZJ2uPy4rA4WHPPCvJL4w+6USgmAyVQQ7DZ3Pz6N7ux9rt49HPrqKyMzqzW3dxD3akmMnLTgNAMx+sL4PUFqCzNImecDmtNC91Bv//73ZjzM3n421sorMiPuR8pJX0dFrIK4kuNNJVEqbmmddCnNKVFCTDnZ1I6v5jckmySU0MzH7fDzbF3T9PbbiG7KCtqv2XD2Wae/YcX0el0fO579zNj7uiJZlXhQ8UnFSVQI7T59W9309vr4HOfuZ45c8b+UUsJF0/U099tIyVCjAJBDYfLx4yCdIry0scV4Qehi9O2f9mBs9/Nhi/fyuoNy+My+Vk6rKRkRrdu5hJRqm4l4JtkUdpTTdX+kCglGPTMWlHBwnVzmbtmVlwzy4lCSonb7sFlD4lSVoGZGfOKLhGloQQDQc4drOXi8QbMBZlRZ7nvaenlqR9tw97n4IG/3siC6+eOerwqfKj4JKIEagRcLi+//u0eurpsfOahtcyfP3bpd7/Pz5k91YC4xLegaRK7y0tOponyYjMJY+RZGwunzcWL//o654/WsXDdXLZ8fUNcs4X+HhsJxgSu37jystRII4tSKgmGq5ecVNMkzdXhmdJUFiWbCwlkF5opnV9MTnHWiKI0HM21bZx4/zSmNNOYRQwHcPa7eOaJ7bTWtnHn47ewbvPqUW9WBiI6l968UBU+VHwiUAI1Cm63j9/+bg9t7VYeemANixaNfefpsrtpONOEw+IkOd00WOpdSond5SMl2cDs0mwSx1kCXtMke18+xHtPfUhGXgYPfTUwt48AACAASURBVHMzxbMLY+4nMjVSqjllSonSmfBMyd4XEqXZKypYeMM85qyunDKihAjNlErnF5NTkj2uLA7W7n6O7DyB3xcgM8rIO7/Xz/afvUbV/lrW3LOCDX9026iJZlXhQ8UnCSVQY+Dx+Pnd03tpbu5l6/2rWbZ07DvPkJ/HSlNVCwF/gJTMlMHQbpfHhwDmlueSEkdtqqE0nWvhhZ/swGF1ctfjt7L23hUxX3RcNjdupwe9XjepotR0roWze2umrCi57G7cNndIlArNlM4bvygNxePycuKDM3Q1dof8UlHMtjVN8s7vdrH3pUPMWV3Jg9/YPGqiWVX4UPFJYfoLlNPDe+9VkZWVMmYJg5HwegM8/cw+Ghq7uW/LSlauKI+qXTAQpLOhm9bz7egS9KRkJAMCry+Azx9gVmk2WRmmuMYUicvm5qV/f4OawxdYcP0ctnx9Q8yLTv2+AEKISRKlaqr21WK3hEVpZSULb5jL3FWVcS9QnggGRMlldyOA7KIsSucVk12cdUXz3QWDQWqP1lFz6ALm/IyoA1kOvXGM1//nXQpm5vHo9x8gbZQck6rwoeKTwLQXKCklNbUdnDvXRk5Oatwi5fMF+P2z+7lwsYvNm5azZnVF1G29Li8ttW30tllITEkkMTmRQCCIw+2jrDD+4oeRSCnZt+Mw7/z2Q9Kz03joW5spmTO23+xqowU1mgZ8SgOiZEwIz5SmqCjNLyG7yHzVk7C213dy9O2TJJoSo05bVHPkIi88+QrJacl8/gcPkDdKaHlo2UEvM+aXsOSmiV8bp1CMl2kvUBBO7nqhkzNVreRkxy9Sfn+Q5/5wgJraDu7ZsIR118+Oqb3d4qDhbAsum4uUDBM6vR6b00t+VgplRZlxjyuS5po2XvjJK9j7HNzxhfVcv3nVpJtwBkRpwKfksDhJMCYwZ2Uo0GHOVBAlmxuXw41AkF1knjRRGoqtz86Rt07gdngw52dG9Vm2XezgmR9tx+f18ZnvfJrKZeUjHqsKHyqmMteEQA1QV9fFyVPNZGenxp2GKBDQeP6Fg1Sda+OuOxZx442jh/cOZaDIXGNVK1pQw5Rhwun2kZqSyOzSbIwTYGJzOzy8/O9vcO7geeatmcV9f3HPVc9urQU1GiN8SpeJ0upZYxbku5IMipLdjRCCnGIzM+aVkFOcNam+ruHweXyc+qiK1vMdZBeZBxeDj4a128bTP3qBnpa+MRPNqsKHiqlK3AIlhPgVsBHoklIuCm97EtgE+ICLwONSSmt433eBLwNB4C+klG+NNbiJFiiA+oZuTpxsIsucgiFOMQgGNba9eJjTp1u47dYF3LJ+fsx9BPwBOuq6aKvrJMGgRyYkoE/QMbc8B1PS+C8QUkoOvnaUt37zAanmVB785mZK542+oHO8DIrSnmqqDtReKko3zAvNlKaSKJWEfUpFU0+UhqJpGnWnGjm7t4aMnLSoZpwep5c//HMo0ezND63j1s99atQZWF+7hUxV+FAxhRiPQN0EOIDfRQjUncD7UsqAEOKfAKSU3xFCLACeBdYARcC7wBwpZXC0c0yEQLl8fvafb2R2QQ7F5nT0Oh2NTT0cO9ZAVlZq3CKlaZIXXz7CiRNN3HzTPG6/bUFcpjS3w0NzbRuWdgvCaEAk6Jldlo05xnL0I9F6vp3nn3yF/h47tz96E+vuWzOuTOtD0YIajVXhQIf9tTisTgzGBGZPEVHSNInb7sbt8AB8okRpOLqaezjy1gn0CfqoMpUHA0Fe/a+3OPbuaZauX8iWr989qhnP0mEl1ZzC6g3LJ928qVCMy8QnhCgHXhsQqCH7Pg08IKV8JDx7Qkr5D+F9bwE/lFLuH63/iRAom9vDa8fPoRM6UpKMLC0tpNicTnt7P0eO1pOZkYwxzjVJmiZ55dVjHD3awA3rZnP3XYvjEikpwd5np+FsM45+F9JoYFZZNvnZqRPiP3I7PLzyH29Stb+WOasquf8v7416MehwDIjSmb3VnIsQpTmrQtF3s1dOHVESQPYnXJSG4ux3cuTtk9j7HGQVmsf8jkgp+eiF/bz3zG7KF5Xy2e9+etQoT1X4UDFVuJIC9SrwBynl00KI/wAOSCmfDu/7JfCmlHLbMO2+AnwFoLS0dGVjY2Nsr2gINreHnSdryM1Ixe3zY3N5MSUZWFZahM6jceRIAxkZySTGmXVc0ySvv3GCg4fquG5tJfdsWBr3DGUg9LexqhW728fM8hzKis3oJyAEWErJoTeOs/NX75OSYeLBb22mbH70KW+0oEbD2WbO7qsZVpTmrKqcVLOQpklcNhcepxcB5M7IpmRuETnFWSQmTx1Rcrt92OxuLH1OCgszyYhzmYHf5+fM3hqaqlrIKjRHtTzg5K6zvPx/3sRckMHnf/Ag5vyRE83a+xzo9ILrN626LMuIQnG1uCICJYT4HrAKuF9KKYUQPwf2DxGoN6SU20frf6JmUAMCNUCkUJWY0mis6SIjLZmkOH0/Ukp2vnWavfvOs3JlOZs3Lh9XRJ7f66etroMLVa2YM1NYsrAYQxSO8Whou9jB8//8Ctaufm595CY+df/aEQV1UJTC5jtnvwtDooE5q8Lmu5UVU0KU3A4PQkDejBxmzCsmu8g8ZUTJ4/HTb3PR02Ono6Mfp9MLgBACCaxcUU5xUXylMKSUNJ5t5uRHVaSZU6Na+1Z/ponn/uEldHodj3x/66hLEQYLH25eRXqWKnyouPpMuEAJIb4IfBW4TUrpCm+bVBPfUIEaYECogv4gvk43M7IzMcVpmpJS8u57VXz4UTVFRZk8uHU1ubnRl1EYDpfdTdXRejz9ThbPLyYza2LuZD0uLzv+Yydn9lYza8VMtv7VRlLCd/LBoEbjCKK06IZ5zJ4iouRxegBB3ozsKSVKHo8fm81Nb6+DtnbLoCDpE3SkmBIvMSf7fAEsFhfz5hYyd25h3DPvvg4Lh948DhBV6Y6ell6e+vsXcFicbP3rTSy4fs6Ixzr7Xfi9Pq7bpAofKq4+EypQQoi7gZ8CN0spuyOOWwj8no+DJN4DZl+NIInRBGoAt89PW08/bY19zMnNpiQ7M+6s42erWnllxzF8vgB33bmYtWsqxxWUICW0NXTTUN1CidlESVnOhKxVkVJyZOcJ3vzleySnJXPbIzfSer79ElGaO+hTmlqilF+WQ8mcoikhSl6vn/7+kCC1d1px2EPBGPoEHabkxDFNx8GgRm+fk6LCDJYtLYvbH+p2uDn6zin6Oq1kF45dusNhdfL7J7bTer6du750K+s2rx7xWFfYn3f9plWq8KHiqjKeKL5ngfVADtAJ/C3wXSAR6A0fdkBK+dXw8d8DvgQEgL+SUr451uCulkAN0GNxcqKqidQkI/Pz88hJMcUlVHa7h5dePkrt+Q4qK/PY+ulVpI8zKs/p8tJY247R6SYnw0RGXsaEROO113Xy/JOv0Ntm+ViUPhWeKUVZ+uFKcKn5LiRKM+aGZkqTKZZeb2iG1NMTnyCNRF+fk+RkI2tWV5CWFl/0XDAQpOpADRdPNJJVaB5MVDwSPq+f7T99jXMHarlu40ru/tKtI+b+8zi9OKyq8KHi6jLtF+rGIlAALqeXk2db8MoA6aZkKs3muIRKSsmRo/W88eYp9HodmzctZ8niGfG8hEECgSAd7RaM/gD0OzGlJpFmji8JbiRet4/2uk6KZhVMGVHS6QR5pWGfUuHkiZLPF6C/3xWaIXX0YwunQNLrdZhM8QvScDgcHny+IKtXzSQ/P35zWnNNKyc+OBNV6Q4tqPH2b3ex75XDzFsziwe+sWnE91oVPlRcbZRADYPL5ePcuTYCaAR1kJSQQIU5k9yUlJiFqrfXwbbth2lu6WPx4hI2b1xO8jhCsDVN0tNrJ91kQN/vxNrRH/XCzamIpkmc/U48Tu+UECWfL0C/zU1vOKih/xJBMpJ4hQXc6w0J4qJFJVRW5MW9zMDa3c/hnScIRFm64+Drx3jj/75LYUU+j3x/64g3PgOFD1fcvnjMSr4KxXhRAjUCbref6uo2QKI3JuDw+eIWqmBQY/eeWt7/oIrU1CTuv28ls2bFXq49kpBJyEBZfjoXj1zA5/KRmZ95VbORx8uAKHmdXoROkF+eG/IpTYIoDQpSr4OOdis2hxsk6PQ6UkxGjMaEq57LMBjU6OmxU1aWw+JFM+JeTO5xeTn+3mm6m3uiKt1Rc/gCzz+5g5SMZB793yMnmlWFDxVXCyVQo+Dx+KmubkeTElOyEV8wOC6ham2zsG37Ybq77Vy3tpI771gUt1McwGZzo2mSlcvLsLX3UXPoAnq9nvTc9AnNFjERDCdKM+YWk1WQeVVFaUCQ+vocoRlSf6g8u06vw5RsJDHx6gvScEgp6e1zkp6ezOqVM0mJo2IyhEt3HKmj5vAFzAWZY5pw2y508PSPtxHwBfjM33yaiiVlwx4X8Afpbetj4Q1zmbVs5pR4zxTTDyVQY+D1BqiuaSPg1wYvEuMRKr8/yNvvnGH/gQvk5qTxwNbVFBfHHxnldvtwOL2sXF5OVkYy1YfO01zdRkqGaTB0fLLQghpOm+tyUSo0XzVfl88XCIV9DwqSG5DodGLQhzSVL642uwctqLF2TWXcRTchtP7t2HunSUw2jlm6w9rVz9M/2kZvWx9bvraBZbdetg4fCM/0WnqZqwofKq4QSqCiwOcNUFPbgc8XuORO1hcM4vT5SIxDqC5c7OTFl47icHi4Zf18brpx7rjKgPT1OZk/v4g5swuwdlk5s6caS1c/mbnpV3WGEilKOr0gvzyPkjlFV02UBgTJYnHS3mHFag35kISOSRUkTZN0ddmoq++ivr4bnz/IvRuWkpc39rolj8eP3e5h6ZIZlJXlxD1+W5+dIztP4HZ6MednjNqP2+HhuX96mfpTjdzy2RtY//ANwx6vCh8qriRKoKLE7wtSU9uOx+MndciK/XiFyu328eprJzh1upmSkiwe2LqKnCgSgA5HMKjR2+tgRkkWS5aUotcL2i52cHZvDX6vn8y8jKjKNMSDFtRw9rvwun3odJBfns+MuUVRmZTGi98fxBY22bV3WLH2u0FO/gxJSklXt536+u7Qo6Ebl8sHgNmcgs8XwOcLsPHeZaxYXjbmGAOBIL29Tior8li4sDj+wpsDpTsudJBdOHrpjoA/yKv/uZPj759h2S2L2Py1u4f1carCh4orhRKoGAgENGpr2nG6fMOuVRkw/WUlJzEvJ5fEKAXh1Olmdrx6nGBQY8PdS1i9Kj6bvpSSvj4nGRnJrF5VQXKyEZ/XT92pRs4fvYgh0UB69vir98LHouRxedHrxVUTpUFBsjhob48QpEn2IUkp6el1UF/fTV1YlAaySGRkmKiYmcvMmbnMnJmDOTMFu93NC9sOU1ffzbKlpWzauHzMkHVNk/T1OsjOTmXFivK4o0E1TePiyQbO7q0hMzd91AhQKSUfPr+P93+/h5mLS/nM3wyfaFYVPlRcCaa9QJ1sauNcaxf5mROTSywQ0Dh/vhO7w036CJmebV4vep1gcV4eaYnRObdtNjfbXzrCxYtdzJmdz6fvW0lanJmk+22hyrDXra0kMzPkh3L2Ozl34Dwt59tJM6fGlc38UlHSkV+ed8VFKRAIfuxD6rRh6XMAoaCG5CQDSUmGSROkPovzEkGyhxftpqUlDQpSxcxczOaU4c1jmmTXh9V8sKuK7OxUPvPQdRQUjB0Sbu13odfpWLvm4883Hjqbujn69smoSneEEs2+QVaBmUd/8CDmYdZpDRY+nJHDyjuWqMKHinEzrQXK5fNz6z/8N3qdjlvmV3D97DJME/CjCQY0zl/sxGYbWaTc/gCegJ+5OTkUpkU3e9M0yaHDF9n51mmMxgS2bFrBwoXxrTVxuby43H5Wr5xJYeHHWat72vo4vfsc9l47GXkZYwqLFtRwWJ0h851eR1FFHsWzi8gqzLwiF6ABQbJYXLR1WLFYnGGTnY7k5MkTJACL9VJBCgVcQGpqYmh2VB4SpOwYy6TU1XfzwrZDuN0+7r1nKatWjj2Ddrm8uFw+Viwvp6QkK+7X5Ox3cvitEzgsLrIKRy8pX3+6iWf/4UUSDAk88v2tFM8uHPY4VfhQMVFMa4EKBDXeOFnNL94/SGOvFWOCnrWVM1g/r4L8cZr8gkGNixe7sFhCocDD/bADmka/18OM9HQqzNGXzejutrFt+xFa2ywsW1rKxnuXxZVp3ecLYLG6WLSwmFmV+YNjDAaDtNS2UbWvlmBAIzM/4xKfxnCiVDInNFOaaFGKFKT2Dit9FmdoHZJOkJxsIDHRMGkh8/39rkExqm/oxmIJhaSbTMbB2dHMmbnk5ozfbOpweNi2/TAXLnaxeHEJWzatGPMz9/uD9FkczJ1TyNw5hfEH2fj8nNlTTWNVC9lFWaOupetu7uGpv9+Gs9/Fg9/YxLy1s4c9bqDw4Zp7VkyLGlyKyWFaCxR87IPyBILsqq7jaH0rAU1jQVEe6+dXMK8oN+7EsJomuXixi74+x4giJaXE4vGQkZjEgrwckhKis80Hgxq7Pqzmw4+qSUtLZuv9q6iYGXsOtIFFn+VlOSxePIOECL+Y1+3l4okGLhyvx5hsRAiB1+1Dr9dReIVEKRAIYrN7sPSFouwsFidShqPsko2TKkh2uycsSKFIu94+JwDJyQbKyz8WpLwrtM5M0yS799Tw3vtVmDNNPPzwdRQVjlyzaaBNT6+dgvwMViwvj3tdnZSShjPNnPqoivTsNJJGWXflsDp55sfbabvQzoY/up3rNq4c9jhV+FAxXq4ZgRoIkrC5PeytbWR3bQM2t5f8jFRunjuTtZUzSIzDsatpkvqGbrq77aSnJ48odnavFyFgUV4eGUnRJwNtbu5j24uH6etzsO762dx+28KYMwtIKentdZKVZWLlipmXOddtfXZqDl1EnyAmXJQGBMlqcdLWHhYkJEIIkpOMJCVNniA5nd5LTHbdPXYAEhMTKC/LCQlSRR4F+ROTmDdaGhp7eP6FQzidXjbcvYS1ayrGnKFZLE6SkgysXlUxrsTEve2h0h06IUjPGdkv5fP62f4vr3Lu4Hmu37SKux6/ZdhMFarwoWI8XHMCNUAgqHGssZVd5+pp6rWSbDSwblYpN8+bSVZqbI5nTZM0NPTQ1W0bVaQ8gQAuv5+52dkUpkXvp/D5Aux86zSHDteRl5fOg1tXX+JXihar1UWCQc/aNZVkjDO7+kgEg9rgOqSOzn56ex0hQUKQnDy5guRyealv6BkUpa4uGwBGYwLlZdlhs10eBQUZ4yo4ORE4nV5efOkINbUdLFxQzH1bVowZtedwePB6A6xeXUHBOJLNuuxujr5zEmtnP1lFI5fu0IIab/36A/a/eoT5a2ez9RubhvVpqsKHini5ZgVqACkl9d0Wdp2r40RTOxLJkhmF3DK/gsq8rKhFRGrQ2NRDR2f/qCIV1DSsHg/F6WlUZmWREMPCxtraDl58+Shut5dbb1nIjZ+aE/PF3un04vH4WbO6YlwZswcYFCSri44OK729oSg7ISApyUBSknHSBMnt9tHQ+LEgdXb2IyUYDHpKS7OpCPuRiorMky5Iw6Fpkn37zvP2u2fIyEjm4YfWUlI8ekCEzxfAanWxcEExlZX5cb/3AX+AqgO11J0cu3THgVeP8OYv36NoViGPfH/rsJkqBgofXr95NZm5qvChIjqueYGKxOJ081FNPXtrG3H5/JSY01k/v4KVM4sxRLH4UGrQ2tpHa5uFhAQ9JpNxRL9Uv9dDisHIwrxckg3Rm9NcLi+vvHqcs2dbKS3N5oH7V5GVFVvAx0DG7CWLZzBzZm5MDv5gUMNu99BncdLZ2U9Pjx0pQaebfEHyev2XCFJ7uxUpISFBx4wZ2YM+pJLiLBISpp4gjURzcy9/eOEQdrubu+5YzPXXj55WaOii7XiTzUopaa5p5eQHZzFlmEb1I507eJ5tP9lBSmYKn//BA+TOyLnsGJfdjcfp5bqNK1XhQ0VUKIEaBl8gwOG6VnZV19FutZOaZORTc8q5cU45Gaax/Ucul4+Wlj76LE6SEg0jRmM5fD40KVmUl4s5OXqTm5SSk6eaefW140gJ92xYwsoV5TEJTSCg0dtnp3Jm/qiZCQYEyWoNRdn19NqR2sczpOTkyRMkny9AY1PvoCC1tVnQNIler2NGSVZ4YWwuM0qy4r5ITzRSSjweP263j5SUpKjrSbndPl58+SjnzrUxb14h99+3CpNpZJPfwDqttJQkVq+uiDvZLIClq5/DO48T9AdHLd3Rer6dZ368nYA/wGe/e/+wmc4HCh+uvXclecOImEIRiRKoUZBSUtvRwwfn6jjb0olOJ1hRVsT6+RWU5Yx9B2i3e2hs7MHh9GJKNg4bYeULBrF7vczKzmJGenpMImO1utj+0hHq67uZN7eQ+7asuCwN02homqS310FubhorV5STmGi4RJA6Oq1099iRWiioYbIFye8P0tTUOxjU0NLah6aF0hqVFGcNhn7PmJE1rizxE4mUEq83gMvlRdMkCEFmpom8nDTq6ruRUpKZaYrqc5dScuDgRXa+dYrU1CQefnAtpaXZo7ax2dwENY21qyvJGSXoYSwGS3e09JJdaB6xdIels5+n//4F+jos3Pfn97B0/cLLjhksfHj3MooqVOFDxcgogYqSbpuDD2saOHChCY8/wMxcM+vnVbCsrHDU9U1SCy3wbGzqxef1k5KSeEmoN4T8UhaPh6K0VGZnZ8fkl9I0yf4DF3jn3TMkJhq4b/MK5s8vium1WSxOEhMNpKYl0dNtR9M0EJCcZJxUQQoEgjQ39w0KUnNLH8Gghk4nKCrMHBSk0tKcCa1sO168Xj9Ol49gUEMA6ekmCgszyM5KJT09eVA8PR4/Z8620Nzch9lsilpUW1stPPf8Qfr7Xdxx20JuuGF0X6TH48dm94RMuuXxJ5sNBoPUHLpA7dG6UbOHuB0envvHl6g/3cQtn/0U6x9ed9k5VeFDRTQogYoRt8/PwYvN7Kquo8fuItOUxI1zZ3LD7DJSR1k1H1qP5KCpuRcpJakpiZdkfg75pbwkGxJYlJeHKQa/FEBnl41t2w7R3tHPihXl3LthSUzVX10uH1LKSRYkjdbWjwWpqbmXQEBDCCgszBzM1FBWlhPXwuUrhc8XwOnyEgxoAKSmJVFUkEl2dioZGaMLj5SS1jYrJ081IhBkZAy/nm4oHo+fl145ytmzrcyZnc/W+1ePasYbMOmWl+WyeFHJZTdJsdB2sYNj754iKSVpxJIuAX+QHT/fyYkPzrD81kVs+rPLE82qwoeKsVACFSealJxt7WTXuTpq2nsw6HWsnlnC+vkVFJlHLqEQCGh0tFtp67Ci04XKiEdG/Dl9fgJakAW5ueSkxBbuHghovP9BFbv31JCZaWLr/aspL5u6dv5gUKOtzUJd2IfU1NSL3x8EoKAgYzCoobwsJ+7EqFcCvz+I0+Ul4NeQSFJMiRQWZpCbk056enJc4ul2+zh1upn2ditmc0pUPjMpJYcO1/HmzlMkJxt56ME1zCwfeTG3poWSCZvNJlatvHw9XCzYeu0cfusEHqeHrILhzd1SSnb9YS8fPLuXiiVlPPyd+y5LNKsKHypGQwnUBNButbHrXD2H6loIBIOsn1/BpuXzMI6SNcLrCdDaZqG724bBoMdkurTOlN3rpSLLTGlGRsyZLhobe9j24hGsViefumEOt926YFx3zBOFpkna262DNZEaGnvx+QIA5OWlf5zxuzznkvdjsvH7g7jdPry+AAJISjZQkJ9JXl46GenJEyaeUkqaW/o4daoZfYIu6rVq7e1Wnnv+IH19Dm67dSE33Th31Flwf78bIQRr11RgNse/eNbn8XFy11naLnaSXZw1YqDN8fdPs+PnO8kuyuLR//3AZYEWqvChYiSUQE0gDo+P109Ws7umgdy0FB69YRmVeaM7sV1OL03NfVj7XSQnGQbNcpqUWD0eckwm5uVkRxXmHonX6+eNnac4erSBgoIMHty6ekLWPcWCpkk6O/sHTXYNjT14PH4AcnJSw4KUx8zynJiCO640gYCG2+3F6w2JZ2JiAvn5GeTnZZCRkXzFxdPp9HLyVBNdXbaoZ1Ner59XXj3OqVPNVFbm8eDW1aO+py6XD6fLy4pl5cyYEX+yWU3TuHC8nnMHzpORm07iCGJdd6qR5/7xJRKMCTz6/QcomnVpcIQqfKgYDiVQV4Ca9m5+v/8kfQ4XtyyoYOOy+RhHm8FIsNndNDT04HL7SDElYjDokVJi93kx6PUszssjxRj7nfq56jZefuUYHo+fO25fyLrrZ18xH5OmSbq6bYNh3w0N3bjdIUHKzkoJh32HBGk86XgmmmBQw+Xy4fWGxmowJJCfn05+fkiQUkyJE35XHwhqJIyyOFjTJI1NPZw504LBoI/q/ZJScvRYA6+9foKkJCMPPrCayoq8EY8PJZt1MmdWPvPmFY1rsXJnYzdH3j6JwZhA2gjr8rqaenj6Ry/g7Hfz4Dc3M2/NrEv2q8KHiqEogbpCePwBXj56lj21jeSlp/DoDcupyB39TlVq0NfnCPtiAqSkJqLX63H5/fiCARbk5pKbErtJxuHw8MqOY5yrbqe8PIet96/CPMxq/1iRUtLdY78kn91A1djMzMgifblkjuBMnwyCQQ2324fbE0AgSUjQk5eXTn5+OpkZKaSkJE6oiAc1DbvHh93jodvmpLPfQb/bQ0VeFktnFI6aA9Lh8HDiZCO9vU7M5pSoFhh3dvbz3B8O0tNrZ/3N87ll/fyR0xVpoUKL+XnprFheFlNgzWVjtTo58tYJHNaRS3fYLQ6e+fF22us6ueePbmftvSsu2a8KHyoiUQI1AlJKNCRSSiQMPg/9Df8fuV9qg8elJySRqAv9sGrau3l63wmsLje3zq/k3mXzRp9NEbbJd9tpau5DAqkpRoJSYvN6Kc/MoNxsjtkvJaXk2PFG4ZZeuAAAIABJREFUXn/jJELAxnuXsWxpaUwzAyklvX2RVWN7cDhCRfrS05MvK9I3VdA0GRYkX7iUh4683DQKCjLJyDSRlpo0YYIkpcTp9WHzeOlzuOiw2ulzutGkRACGBD3JRgPGBD19djfGBD3Xzy4lL33k72co12M3Z862kJhoGLaa81B8vgCvvnaC4ycamVmey4MPrB51Fma1OjEYElgzzjyNfp+fM7vP0VTdRlahedjSHT6Pj23/8irVhy6wbstq7nzslkvef1X4UDHAtBcoi8vF/xw+hF4vSDIkhEVEI4hE0zQ0JMGw8ASldokwASAASSh1ggSEBClC2xnYB8jQE4nEoNMzLyWPnMTQRcfjD/DS0bPsrW0kPz2VR29YxswxZlMAfl+Q9o5+Ojos6PV6kpIN9Hu9ZCcnMS83F2McJpA+i5Pt2w/T2NTLggVFbNm0YsTwZCklFoszJEbhJKs2W6hIX1pa0iU1kbJGqBo7GWhaKFuDx+NDC2e9yMlJo7Agk8xME2lpSROWe8/t82P3eLG63HRY7XTbXfiDAQQCnU5gMhpIMhpGvKFw+fz0uzwsKMpjYUn+qL5Gm83N8ZONWC0usrJSonoNx4438uprxzEaE3jg/2fvzYPjuO8sz09lVdZ9475Bgod4i6RJSpbtdtuybPmWZFnubnt3YzdiYuef2dmNPaKnY2YnZmdjdiO2JyZmZyZiInZmI7a7ZZ2WrfYhj8/pdluiDt6UKFEkcZAgjrqPvDN/+0dmFVAEUAAIkKIkPAaCBVQBKNSRL7/f7/u+98Qxdu7oWfG2DZ/GT9wScrleCCG4dn6SC797h0R2+egOx3Z45T/+mtd+/BZ7H9zF4//9V5fsVW0FH27hI09QFUPjLy69RU3RKdZUBBCRA4QCAXySD/cf7v8+Fj7fwMHWcCxqlsFwJM1otIOAzz2QvDM9x9O/P0tJVfn83h185f7daxI/aJrJjesFcvkawWAAU3IISBL71xEpvxiOI/i7v3uPX/76IpFIkMe+eZTdu9x01FJpIaTv6rV5ymU3pC8WC7UQUuc6U2PvJBbsg0wcR+DzQTYbp683RSYTI5mMbAohGZZNVdOpqBoz5RpzlRqKYeLzgYSPcDBANCivOZiyAccR5KoK8XCQB3YM09HGTd+2Ha5enePiO9PEosE1WRjNzVd49tmTzM5V+Mynd/P5z+1d8fEwDItisc6ePQPs2tm7ocoyN13gjVfOIEm+FSPlX/3rN3nlP/yKgZ19/PGfLTWa3Qo+/HjjY0FQP558m55IHNN2KNZVpksVKqqO5INoUL4jEmwhBGVLI+qX2RvvJR5w31yqYfLSW2/z+8sT9KbifPehw4yuwTYJoFbTmZrKU66o+GQfjg/2dHXSE7+9+drNmRIvvPAGs3MVdu7oIZevuRHrQCQSZNu2zqbSrrtr46mxm4Xl7IMymRi9PcmmW8NGn9Pl5kYVVfMKZh/hoNuqW6+6sh1qmk5NNzkw2Mue/q62RFcqKZw+M0G1opJZQzVlGBY/+dlZ3nprnJHhDr795HFSK8wFG2azAwMZDh0c3pBt1FqiO9557T1e+PO/Jp6J8d1/8iRdg63K19JcmVA0uBV8+DHEx4qgFkM1LXLVOtPFCrplE5B8REOb76Kg2AaGbbEr3kVfKNU8yL99Y46nXz1DWdV4eO8OvrzGagrh7rGMT85Tq+tYARjryDCaTq/7zB1cJdevfn2Rc+ev09+fZvtoF9u2d9HTfXdD+lZDwz7IsV23hlQqSm/vUvug28HiuVG+WmemXKNYV5vzxWDAT9SbG91pkrYdh/mKQkc8wokdw6QiK8+bLMvm8uVZ3r08QzwWXJP8/ey5SX708mkCAYknHvsEu3f3LXs7IQSFgkIsFuT4se0bWgOwTIu3X32Pq+dWju64/t40f/XPX8SxHf7oHz3O6L6hlusr+Sr+gLQVfHgPQgiBpuhoNQ21plHJV1HrOgc+dd+GRS4fW4JqwBHumetcpcZMpYrjQCggEQ7Km3YwsoVD2VTpCsbZFe9uCihUw+QHb17k1fcn6U0l+N5D96/JhBY8SW6hxsREjoKq0Z9OsL+3m9AaI+XvdaxoH9SZILVBQlINk4qqU6yrzFWqzFXqWI7rm+f3S0SCMmE5sG4hymairGhopsXR0QHGujvaniwUinVOnx5HUQwymdiqJxa5XJVnnjvJzEyZTz20ky88vH/FCqxa1bAsm2Of2EZ3Gyfz1SCEYPLSdc7+5iKxdGzZSqg4W+Iv/tnzFGfKPPYPvszBP9jbel+2gg8/UFimheqRkFJVKc9VKOcqVIt1hOO+T4WAgOzH1C0e+a8+u+G27MeeoBbDchwqis7NcoV8TcUHRIIBgpsgdRVCULN0fD4f+xK9ZOSF9srFG7N8/9WzVFSdh/ft4NFDu9bcOrIth9n5Cu9enUGSfBwfHSLd5qz7XsWdsA8Cd25UUTXKisZctc5cpYpqWODNjSLBAJHbmBttBJbtYDkO4VVeV6Ztk6sq9KWTHNs2QDy88pvdNG3euzzDe+/dJLkGdwvTtHnl5+c4+fpVBgezPPXt4yuuHui6Samscug28sNuRXGuzOs/O4VjOctGd6g1je//i5cYvzDJ5//k03zmyQdbft9W8OGdhRACXTVQaxpaTaNSqFGer1DJV1CrGt6gHh8+5FCAYCRIMCQvcbfPTxd4+Ht/sEVQq2E9BLUYumVTqClMlyrUNQPJLxELbfxApjsWdUtnNJJlJJrF7wkoFMPkB29c4LUrU/SlE3z3k4cZ6Vy7ksrQLa5MzjN5s8juzg529nbc09v4d8I+qDE3qqga89U6s+UqVVV331QIwnJg0+dGq0EIQb6mMJ4rMpErMZ4rMpUvA/DFAzt5eP+OVe9PsaZiC4fj24YY7lx+v6iBXK7KqTMT6LpJJr16NXXhwnVe+tFb+Hw+Hn/sKHv3LO8s3phLjQx3cODA0IZmfGpd48yvL6wY3WGZFj/6N69w9rcXOfLwAb7297+If9HvU6oqak3jwa99Yiv48DZhWzZa3a2GamWFar5KOVehkq81XfiFEPgDAYJhmWAk2DZVWQhBJV9lbjLH3FSOSq7KP3r6H24R1Gq4XYJqQACKbjBfrXOzXMU0HWRZIirL+G5zRuMIQdlUSQTC7E30EPUvHIwvXp/l6VfPUtV0vrB/B186uPZqCqBS07h45SYRU+K+7g5SyXtjQXaz7YMcR6AYBhVVJ1+7dW7kIxiQ7trcaDEUw2QiV2Q8V2R8vsREvkhNc5eXZb+f4Y4UI51pSorGqfFpelNx/uiBQ4z1tLfEMiyLfE1lpCPNkdEBIm12gwzD4tKlm1y5NkdqDdVnoVDj2ede58Z0kQcf2MEXH9m/LAG5c6k6qVSETxzdtiHLp0Z0x+W3rpJeJrpDCMFvvv87fvvs7xm7f5Sn/udvtsjVt4IPV4cQAkMzmm25WqlOaa5MJVdFqbp+jMJbjwmGZYLhIMHw0mro1p9ZK9WZm3CJaG7S/ZifyqHV9ebt0t1J/uLqv9siqNWwUYJaDEcIKqrObLnKfLWO40A4GCAs+72z9PWhbhlYwmZXrJve0IJKTtENXnzzIie9auq/eOgwQx1rr6YcIZiYKVDNKfQGInRlEnc9nmKz7YMUw6TqzY1mK1XmvbkRQOADmhvZjsONYoXx+WKzQpqt1JrX96bijHRmGPU++jOJlgr84o1Znn3tHIW6yqd2jfD1I3uJtiEeIQSFmook+XhgbIj+TPsW1/x8hbdOTWBZNul0tG01ZVk2P/9PF3j1tffp70/znW+fILuCZVGloiIEnDi+fcXbrBU33r/J6V+eJxxfPrrj9K/O86N/+wqdg1m++4+fJN21kBSgqwblXIVjH/PgQ9u20eo6qldZlnNVynNlKoUalmU31zQlv0Qo4pJQIBhY9f1XLytNApqbnG9WR2pVa94mkgjTPdxF93An3UOd7v/DnWh1bavFtxZsJkEtRkOyfrNUobwBybrl2FQsnd5Qgp2xLmRp4fsvXJ/l6VfPUNMMHtm/ky8d3NXWv+1WFOsq5ZJCQvcj226S652KPm/YB2maBRu0DzIsi4qqU1Y0Zj0Rg2a6lZfk+2DmRo1WXaNNN5ErMlUoY3qqwkQ42EJGI53ptlVOA7pp8ZOz7/Kbd66QCId48vgB7h/ua3vw0EyLYk1lZ28nh4Z727rmG4bFxYvXGZ/MkU5FV7UyevudG/zgpbcQQvDYN4+yf9/gsrdTVYNqTefwoWGGhzs2VKU2ojv0uk6md+mJ2JWz4zzzf7xEMBTkT/7xE/SPLZCRG3xY4sjDBz/ywYdLq6EKlXyVekUB0exkEwgF3GooElzT/p9SVd0qyCOg2Qm3Iqp7O5AA4VioST7dQ510eZfj6eUX9LdmUGvEnSKoxVBNi3xV4UapjG5YyLKfWGjtMxQhBFVLJyBJ7Iv3kpIXFE6KbvDCGxd4/ep1BjJJvvvJwwx1rH04rBomxbrKQChGfVbBdgSZdHTDi6ubZR9k2Q41Taei6cyWa8xVa9RUr1Xg4wOZG8FCq24xIVWbrTqJoWxqgZC6MmRjawsaXAmT+RJPv3qW64UyBwZ7+faJA2RiK+/8OEKQryqE5QAP7himq41VEsDMTInTZyZxHGfViPliqc5zz73O1PUCx49t59EvHVz2xMY0bQqFGjt29LB3z8CGXlOGZnDmtxeZuTpLtn9pdMfsxDx/+b+9gFpVefJ/+ga7PzG2cD8+QsGHjuO41VBNQ62qlPNVT6RQxdIt8Npykl/y2nIycmhtimOtrruV0KLW3Nxkjpq3+wgQigTpGurwyKirSUqJ7PoW87cIao240wRlC4e8pjCn1ZhVq1R1nQEpjaKabttpHXJozTap2wZj0Q6GIxkk38Kb9PzUDN9/7Sw1zeCLB3byxQNrr6Ys22GuUmckmyItZK5dmcfv95FMtm/7LMat9kGS5KOjI74u+yDHEdQNg6o3N7pZrlFaNDcKyRIR+e7PjWzHYbpYcedGHiHNlhdadT2puFcZpb1WXfKOVG+24/Dbd67yk7Pv4gO+dngPn9m9re1zpOgGZUVn32APewe62xJ5M2L+eoFMun3Sr207/OKXF/jd312mrzfFU0+doHMZN4jGukNXZ4Ijh0c31EpuRne8+h6p7tSS6I5qocZf/vMXmLk2x1f+3hc4/ujh5nWWaVOYLrD3QxJ8aOhmc2+oVqpTyVUo56pUS/WmuxpCIAddgUIwLLcIRdpBVw3mbyGhuckclXy1eRs5JC8Q0VAn3SMuIaU6b28h37ZsdMVAV93VEMkv8fB3P00oskVQbbEZBOUIQVFXmNVqzKk15tQqs2qNOa1KTqtj3/JYxQNBvjywl4wVoaabxMNB5DW+uBoCipQcZk+8l4h/4Q1f96qpN7xq6nsPHWYwu7ZqSgjBfLVOKhLh6FAf01NFxsdzhEIBEonwkhflcvZBmUyM/r70mu2DFs+NZspVctWFuZHszY1Cd3luJISgWFc9MnKFDFOFUrNVFw8HW9p0I52ZtnOh270PhrCRff5l//Zctc6zJ8/xzvQ8I51p/vjBQwy0mTc5TuO5DXNibIhsG6uk9UbMv/vuTV586U0sy+EbXz/CoYNDy96uVFIIyH5OHNu+okPFWuFGd5xBDskkMq3vW101eP7PX+a9N67w0DeP84X/8rNNArctm9yNwj0TfOg4DrqiN9tylVyVUq5CJVfF0AxPpOCe7MlhmVAkSCAor70VrpvkpvLN2dDsxDzzUzlKc5XmbQLBAF2DLhF1eTOinpFOUl23t4gvhMDUTXTFwFANRKOtKPtJ96TI9mZIdSaIpaJLnrvbwW0TlM/n+4/AV4E5IcR+72tPAv8U2AMcF0K8uej2fwr8N4AN/AMhxM9Xu3N3k6CEEJQMjTm16lVDHhFpNebVGpZwmreVJT894TjdkTjdkQTd4Tg9kQQ9kThlQ+OvrpziajXPjmQnX+q5D7VmolsOiUhwzWfeNUvHFg73xXvoDraW1+cmb/L9185R1w2+dHAXXzywc80/t6Ro2LbDQ7tGiEoy77wzzcxMiVgshN8vtdoHpVvdGtrN1wzLouzNjeYqVWYrdQzTQgCSDyLBIJFg4K7OjcBtcTbadA0hQ1VzW4gBSWKoI+WRkVshdcTbt79uB5ZjU7dNapZOyVQpWgqmY5OSw+yMdZMILD3LFELw1vgNXnjjAopu8vl9Yzx6cHdbJ/yqplPXDO4f6WdXb2fbx1pVDc6fn2J6DRHz5bLCc8+/zsRknqNHR/nKo4eWrb7qdR1VMzl6ZJSB/o3Jv2ulOm/8/AxKWSHT2yqtd2yHn/4/v+L1n55i3yd38/g//ApyI+jTdpi/nmfs/rsXfGgaZnNvqFZWKOcqlOcr1EuK2x3wlHKBYKCpllvO5X3ln2+Ru75ARPOTOWYnc5RmSzQO0/6An87B7BKxQqYn3VaV1w627RKsrhhYluU+B0IQS8XI9qVJd6dIZOJEkxHCdyAzDTZGUJ8BasD/t4ig9gAO8O+B/7FBUD6fby/wfeA40A/8EtglhLDb/Y7NJighBFVTb1Y/c2qt5bLhLNydgE+iKxL3yGcxEcVJBSNtz/odIfj97Dgvjp9DtUw+17+DY8lhpotVhBDEw2sTDJiOTdXS6A+nGIt2tggoaprBC2+c581rNxjMpvjeQ/e3PctejMaQ/fBoP7t7uygUalx85wYI1mQf1JgblVXXgWO2UqOm6a7B+wc4N3JbddVFZOS26hqv5J5knBGvTTfalaE/nVyX6GQtcIRAtU0U26BkqRRNBcU2ANcNP+j3E5IC+H0SdcvAcCwGIylGIlmC0jIHfd3gh2+9zavvT9KZiPKdE4e4r7+r7WMwX6nTlYhxfGyIZJulbSEE168XOXtuEr9fIpVaeeZl2w6/+vXb/M3fvktPd5KnnjpB9yJFXQOu2azCfbv72L27b0N2WYZucv5v32Hq0g06B7ItLS4hBK++/CY//39/zcCufv7kz55oqgDvRPDhcnY+5fkK5XwVXTG85VUXbksuiBxaezUEbpsyP11gbqIxJ3JJqTBTRDjuq1jyS3T0Z+gZ7moKFbqHO8n2ZW57BtisilTD/Vs8+AMSmZ4UmUZVlIwSTUbuakbXhlp8Pp9vFPhxg6AWff23tBLUnwIIIf6F9/nPgX8qhHi13c/fKEFZjsP/de43vDY3QcXUmFWraLbVvF7y+egMxeiJJOiOeEQUdi9nQ9ENt55qps5L4+f529lrpIMRnhg9RBcxrhcr+CUf8XBw1bMOIQRlUyPkD7Av0Usy0HrAOTt5k2deO4timHzp4C4e2b+2asp2vLlUR5pj2wdXVII15kYVVSNfVZgpVykqKo2jflD2E5HltqF7dwKtrboSE7kik/kypu2eZMRDnqquyyWkkY400XUIV9YK3bFQbIOKpVM06pQtDcd7cAI+l4xkn9Q8+zRtB920sBxBKCARCspULQ2fz8fOaBc9ocSyr7v3ZnJ8/9WzzFfrnBgb4rGje9s6S5QUDdOyOTI6wPau5U1aG2hEzM/OVciuUk1dvjzDCz94E8Ow+NpXD3Pk8MiS2ziOIJ+v0deX4v5DIxv2Sbx6foKLv7tEoiOxZOj+9qvv8sK//DGJbJzv/ZMn6RzINr/vdoIPW+x8KgqlebclVy3WcWwH72kkIPs9pZy87gO2bdkUbhaZ8yqheW9GlL9ZbHpNSpKPbF+m2ZrrGWkQUXZd1deS3207GKqBruhYpt38e6LJCNneNJneNPF0jFgyQji2tPV/t3G3COrfAK8JIf7S+/w/AD8TQrywzM/8e8DfAxgeHj46MTGxzj+pFUdf+pf4gL5o0iOhhZZcRzjadHK4k7hSyfNXV97ier3Mvkwvjw0fQK2ZzJZra1b8qbaJapvsiHUyGE63HMRqms7zr1/grfEbDGVTfPehwwxklp7d3goh3JiHWCjIp3aPkgyHUE2Liqq5+0blKrmq0vSpC3xAcyNwW3WT+VJzbjSeK7a06gazKUa7FoQMd6RVJxxU26BmGRRNhZKpoDt2M6YlJAUISguPjeMIdNPE8A46CHcVIROPkggHmS5WKCsasXAQJKhZGomA2/ZLyUsrH8Oy+fn59/jFhfeJBmUeP7aPY9sGV/w7G1ZJ/Zkkx7YNtn2dOY5gcjLH+TVEzFcqKs+/8AbXxuc5fP8IX/vq/cuSUKFQJxJxzWbXErLYDrkbeTe6wy8tie6YevcGT//vP8BxHP7oTxeMZlcKPlzRzidXQa3rzYO2JHltuRXsfFaDYzsUZkq3tObmyd8oND0mfT7I9GZaW3MjnXQOZDdcqRi6ia7oGKqJEO4cWfJLpLpSZHtTpLtSxFJ3vypaD+4WQf1b4NVbCOqnQogX2/38zWjxFTSFV65fuqMy87XAFg6/nb7CjyYvYDkOjw7dx0Od27hRqFKoKWtS/DVMZ7NyjPvi3YT9rcP7MxPTPHPyHKph8ujB3Xxh/441VVMVVUM3beSA350b+bx9I1n+QOZGtuNws+S16ubdCmm2XG226rqTsZa50UAmdUdadZrjturKpkrBVKnbBgKBT/iQJbc6CniPjRAC07LRLdub4bmEno6ESUcjxMNBIrLccj8FkK/WeX8uj2E5JCMhdGGi2hYD4RSj0WzTWHgxposVnn71LOO5Ivf1dfGdBw7SmVjZ4btQc5WSx7YPMdyRakvctZrG2bOTzOdrZNtEzDuO4De/fYff/ud36OxI8NRTJ+jtWdpirtU0DMM1m+1Z5vr1oF5ROPXLc5TmymT7WqvCwkyJv/xnz1OcLfP4f/dlDnxmwWi2cLNIsjNBqjNBJV9d3s4n4s6G2tn5rATHEZTmyotac+5H7kYBy1jo2GR6Um5bbtGMqHOwY4mLxrp/v+247TnVwNLNpmlANBFuqYqiySiR+AdfFa0HH+kWH9ydPaj1oKSrPH/tLG/kpugKx/ijsSMMhtJcmc1TNwzioeCqy741S0MI2BPvaab2NlDVdJ4/eZ5TE9MMdaT43icP07+GaqrRGrvbc6NGq24iX2o6MkwVyhiWe39ioWCzKhrxlHXr2TFbKwzHQrFNqpZGwVQpmyqOJ4zxS5LXqluQv9uO26ozvTNhfJAIh0hHwyQjYaJepbmWQ4FlO0yXKkzkS/h9ErFQgKpHhjuinfSFky0rB+AeFH/33jgvn34H2xF8+dAuPrd3bMWTCd20KNRUtnVlODw60Naodj0R81euzvH8C2+gaQZf/cr9HD0yuuQAqOsW5bLC/v2DjG3v3tAB0jItLv7+Xa6dn6SjP9Ny5q9UVb7/L15i4uIUD3/vM3z6iQeav6taqCGEuO1qCLx2+3xlSWtu/noe03NMAUh1Juge6VpCRLfK5m8HjVmRoRpNAYbk95PuTJDty5DuThFNRogmI82K8cOMu0VQ+4CnWRBJ/ArYebdFEvcS3i7N8v0rp5hVaxzpGOTJbYewDcG1+fyaFH+GY1OzNAbDabZHOwhIrcRyemKaZ187h2ZaPHpoNw/vW/ngdTehmZbnVVdqetZV1FtadZ68e7QrQ+cdaNXZwkGxTeqW3hQy6HZDcegjKAUILWrVCUdg2Da6ZeGp5AkF/KRjbnUUC7nVkX+VgXjV1LlWzXO1WkCzTB4e2EVneKHyUb3HZrZcIxIMEAj4qVga8UCQXbFu0vLStltJUXnu5HnOTc0wkEnyxw8eWjGypeGGEZD8nBgbWvXEpVJROXN2guIqEfO1msbzL7zBlatzHDw4xDe+dniJY4VtO+QaZrP7hzbkaCKEYOKd65z77UXimTiRRVlVlmnxw3/9M879zdsc/cJBvvrfPrLm/aHFP3+x8en8ZMNdIY+hLYgIEtn4gruC99E11Lkpyb8tVZFh0pBgROIhMj1uVZTMxokkIkTi4XvaGHoj2IiK7/vAZ4FOYBb4X4EC8H8DXUAJOCOE+KJ3+z8D/mvAAv6hEOJnq925jzJBgavS+0833uOnU28j+SS+PryPz/RsJ1dVuJYrwiqKPyEEFUsjLAXYm+hbIleuajrPnTzP6YlpRjrSfPehw/Sl716OzuJWXUPqPVNaaNV1JWKMdrkChtGuDAOZ5KZXcEIItIaQwdQomApVSwNvHTIg+QlLgRaCt2y3VWdabhvI54NkJEwmFiERDrlzuFUOepbjcL1e4mq14JFSnnnN3diX8DXJ77N9Y3x5aA9xeeG5K6s6V2bz1DSdeDiI6XNQbZPeUILt0Y4lrV1wxTLPnTxPRdP47H3b+er9960oXGm4i+zu6+LgUHurJNt2uHptjotvTxONyCsGFzqO4G/+9l1+9euLZLNxvvPtE/T1tdoWNcxmE8kIx45uW1NcfTsUZ0u8/rPTCEeQWqQoFELw66f/lv/83Kuu0ez/8s1lSUMIQa1YbxLRSsan8XSstTU34l6ObCDEcTFMw3Ll3F5VhDf/SnUlyPRmyDSrouiG24EfNmwt6t4DmNdqfP/KaS4UZxiIpvjjsSOMxLPcKJSZKpRXVfyptoFmW+yMddEfTi0RMJwav8GzJ8+jmxZfPrSbz9+haqqhqmtUSJP5UrNVFw3KnohhYQn2TrTqTMembhvULZ2CqVAyVW+RWiD5JEL+AMFFrTrHERiWhWHZeMcGInKAdCxCOhom6u1vrSYKKeoqV6v5ZoU0UStgeuVWUg4zluxge6KD7Yksw/EMimXw8uRFfj87Ttgv8+jQfXyubydBj6AdAfPVOlfn8tiOQywUpO64bb9t0Q4GwqklAh/VMHn59Dv87t1x0rEIT504yP7BnmXvb9MqKRjgwR0jdLWZYYG7C3Xq9ASVitq2mro2Ps9zz7+Oqho8+qWDHD+2fcnrtlLVcGyHE8fH6OjY2PtSrWuc/tV5cjcKdNwSKX/ql+d4+d/9nK7BDr71P3zN85ybX3BXuMX4NJqINMmne3jBby62SYkAjiOaCjrTsJreeaFoiExvmkxvimRc3TDzAAAgAElEQVQ2QTT50a6K1oMtgrpHIITgTGGaZ66epqirfLJ7lCe2HSSAn0mv7ROU/StKpVdK7W2gquo8e/IcZyZvMtKZ5nufPEzvBqopzbRcVd0iJ++y6r7ZA5LEQDbZJKPRzjSdieVNJTcCx2vVKbZB0XRbdaptNvexGqq65oH8Fpm3D+9M1auO4qEg0VAQeZX5hGHbTNaLXK3kmxVS0VDdv90nMRzPsD2RZXuig22JDrKhld0abtTL/GD8POeLN8mEInxjeD8PdI80CdG0HW4UykwWysh+iXDQT9XSCftldsW6ychLf/bVuQLff+0sN0tVjoz0863j+1fch6rrbmTJgcEe7utvb5Vk2w6XL89w6b32EfP1us6LP3iD9y7Psn/fAN/8xtElFkiaZlKpqNx/aJiRkc4NvTZsy+bS6+/z/qmrZHrTzaVdgPfPXOPZ//OHLfs94VhoyYyoe7iTWGrz2smWaaErBpqiN3eYfD5IdSVdMupOEU1GiSUjBMObf6L2UcEWQd1j0G2Ln0y9zX+68R5hf4DHRw/yqZ5t1HWDa7kSxVUUf1XT3anZE++hI9h6Vuy6E0zz/OtuNfWV+3fz+b07Vl0mdBzBzXKlKe8ezxWZKVebW+ydiegiMsowkL0zrbqFnSONgqFStTSEZ+Mc8HlChkWtOlfmbWHadvO+RoMymViEVDRMNBQkFAjQ7s8XQpDT61ytLLTqpuqlpr1VRyjqVUYdbEtmGYqlW+7DWnGpNMeL4+eYqBUZjKZ4YttB9qZ7FiJYDJNr8wVyVYVoSEZIAsU26PbafoszxcAVXvzy4vu8cu495ICfx47u5YEdw8tWgrbjkKsqpCJhHtgx3NakFhYi5ut1g2x2+VBExxH83e/f4xe/vEgqFeU73z7BwEDrbMyybPL5OmPbu9m3b2Nms7BydEfuRoGrZ8fJ9mfoHlq/8Wk7OI6buaQrOqa+UBUFIzKZ3jTZ3gyJbJxYMkIkEdmqitaJLYLaZFiOg+TzbXhPaFqp8PT7p3ivMs+2RJY/GTvCUDxDWdFWVfwZjkXN0hnxUnsDt7SCKqrGsyfPcXZyhtHODN996H56UwvVVElRm/Lu8VxxaavOa9E1/m+3MHq7MB0b5RZ7IMtz+vD53J2jkLSQabOszFuSSEXDZDwhQzQorypH1yyT8VqRqx4ZXasWqJruPCIo+Rn1KqPtiSzbEh2kgpszhwC37fZmboofjl8gp9fZk+7midGDDMfdA7vAfW7en82jGhbxsIwmTCxHMBrNMBhOLxHLzFZqPPPqWS7P5tnR08F3HjjY8lwvRlXVUQyTQ8N9q1olWZbNu+/NcPnyDIlEeMUE5MnJPM8+f5JaTeOLjxzgwQdaPfIcR1DI1+joiHPkyOhtJSkvRjlX4Y1XTmOo5rLRHRtBoyrSFR3HcZp/R7Ij0ayKYt6S61ZVtDnYIqgNwhYOddNAtU0EEJD8mLZFUAqQCbW3RFoNQghOzk/y/LWz1EydP+zbwddH9hP2y+Sqda7Ou/szyyn+HCGoWCoxf4g98R7itwgohBC8ee0Gz79+HsOyeWjXCCVFYyJXpKS4rTq/5GMwk2pxZOi6I626leyBAOFrsQdqwHYcDNPCsJymzUwsHCKzDpm3IwSzatUjowLXKnluKOUFa6RIotmq257ooD+WvCuL3aZj8zc3r/LjqbepWwYnuob5xsj+puLPdgRzlSpX54sIBNGgTM0xCEp+dkW76Ai2PkdCCF57f4qX3rqIYdlto+Yt2yFXq9OdiHN8bIjEKicf+XyNU6fH0TSTTGb5akpRDH7wwze5dOkme/b08/g3jy4holJZwS9JnDg+Rjq9sZmPruqc/e1FZq7NLRvdsRocR2BqroLO0M2GtTjBcNCrilwFXTQZJZIIb4qV0haWxxZBrROOECiWgWIZOPjw+6AvkmIwnqIjFCMZDFMxNC6WZrhWyW8KUSmWwQ8nLvCfb14hIYd5ctshjncNYQvBbLnWVvFXtwxMx2Z3vIveUHLpwFrVeOa1c5ybmqEzHm3Ku0c70wxmU3dkL0p3LOqWQdVesAdyZQxiqT0Qnvu35cm8BfgEBAOSJ2SIEA3KRIJyc2l2JdRNg2u1gjc7cqsj1Xb3VyJ+mW0NMkp2sC2eJSZ/sGfBimXwyvV3+dX0ewgBf9i/gy8P7mneL8OymcyXmC5WCMp+ArJEzdLpkGPsiHURC7Te/4qq8eIbF3lr/MaqUfMlRcW0HI5uc62S2p2UNCPmr86SSkWXjdwQQvDqq+/z81+cJ5GI8NSTxxkaav3dimKgKjqHD48yOJhd78PVAsdxuHzqKpdOXibdnVqxorFMG111DVFFY4cAH/FsjI7eNJmedNNtYaPREVtYP7YIahUIIVBt94BqOw6S5Pr3DcczdIZjpIORFVshJV3dVKIarxb4qyunmKgVuS/VzR+NHaYvmsTwBukrKf4sx6FiqfR4qb3LmZKatn1HyMgSDoptUF9kD2QIBxDL2gPB8jLvRCRENhohHgkRDQZXlXnbwmG6Xmm26q5WC8yqbh6ODxiIptiW7GhWSD2R5T3wNhu6baFYBppjEfHLpOTVN/sLusLLExd5dW6ciF/m0aE9fK5/R3PWVdMNrs4VKNZVYiEZw2djOjYjkSxDkaUzsbVGzTeskgYzSY6uYpUEbsT8qVMTmG0i5q/fKPDMsyepVFQeeXg/n/zkzpbbmaZNoVhj964+du/q2/BcamZ8jrd+cRY55DpF6Iru7TK5wyI5JJPtSZPpS5PqSBBJuEuuW1XRvYEtgloGmm1RM/VmdlE2HGEonqEnnCAdiqx7CL6ZROUIwd/MXOWl8fMYjsUjA7v58tAeQv4AqmkxmSsyU64RukXx10jt9ft87Ev0Lbv0uVGs1x4IbpF543qgheUAmXXKvMuG1pR4X63mmagW0L2ZVUIOsS2RZcxT1Y3GM4QDd36fpFlt2yaO936KyyH6o0k6w/FmSzEaWBtRXa+X+MH4eS4UZ8iGonxjZD8nulzhgwDytTpXZgvolk08HKRmawQkP7tiXXQG4y2P4Xqi5gs1FYHgxPYhBrPtrZIMw+Li2zcYn5hfMWJeVQ1e+tFbvP32NLt39fL4Y59o2YlyHEEuX6W3J8WRw6MbMpsFqBZrnP7VeRzHIdPjtujcqii6KUu1W7hz2CIovFgLU8ew3UjlhBxiOJ6hJ5IgG4oS8m+OkeJmElXF0Hhx/Byvzk3QEYryne2HOdTRD7gLutfmixTrKtFQq9O4blvUbYNtkSzD0cyGZiq6Y6Guwx4IIbBsB92ysWzX89vvybwbfnXRUJDgKmfNpmMzVS9xrVJoVkh5XQFcJ4jhWLop8d6ezNIZ2vy52XJwqyMT3XH91/w+H13hOP3RFNlwlJQcXkKMOa3G+fxNrq+DqC6V5njh2lkm6yWGYmmeGD3I3oy772R5y9ETuSI+n49g0E/d1snIUXbEupYsc681al43LQp1le1dWe4f6W9rlQQwM1vm9OmJFSPmhRCcfP0qP3vlHLFYiG8/eZzRkc6W2xSLdcJhmWOf2N7WvHYLH1185AmqrKu8PHmavkgWn3cwthyHmqWj2ZY7ZPYHGYqn6Y+myIQiRAN3dvawmUT1bnmep6+c4qZS4VC2n6e2309nONZUfF2dLSxR/DVSe5NymD3xniUS5eWw2B6oaKqUrPb2QNBe5p2MukKGsCyvKvMu6GpT4n21WmCyVmwGSGaCEZeIElm2JzsYjmWay653Eo3qSLVNV3IuIB4M0RdJ0hNNkJLDJIPhNT+v6yWqhuLvpfHz5HWFPekevjV6kKG4q1xrWErNlGuEgwEcyZXpD0fSDEcyLW3etUbNN62S/H4e3DG8ohqwAU0zuXjxOpNTeTKZ2LKV0PR0kWeeO0mppPD5z+3l05/a3fJ7azUN3bA49onty5rRbuGjjY88Qc2rBZ4Zf5GQFECIOLIvRTiQYCTaw2AiQzYUJR5YPZfpTqCkq1wozjBe3RhRWY7DL6ff48eTbyOArw7t4QsDuwlIEo5gRcVfI7V3d6yHnlC8RZSwXnsgPCGDYdnNHaHbkXnrtsVkrcgVT8RwtZqnbLiqQlmSGIlnmxLv7YksmdDmbPmvhuWqo85wnIE21dHtoIWo/DKpYHuiMh2b3968wk+m3ka1TE50jfCNkX10eIq/iqpzZS5PRdWJhWRUTPw+ibFo55LsqbVGzauGSamucV9/F/sHe9um/AohmL5Z4szZCcBHepmIeU0z+dHLpzh/4To7xrr51hPHWiyVDMOiVFLYt3eAsbGeDYUgbuHDhY88QeW1Ii9MvERGzpIMSYQDPsJ+GVmSScvdpINdxAIJQtLmm5KuFZtFVHlN4blrZzidv0FvJMEfjx3hvnQ34JLYcoo/y7EpWxp9oSSpQLjFHkgg8C9jDwStMm830Bri4aBbHUXC7jLxKjJvIQRzWm3Br66S53q93Az86wrHFlp1iSyDsfSqSr3NgCMEqmVStwz3vgiIy0H6oqlmdZSQQ3fUfDen1Tmfn14zUdUtg1emLvGr6csAfK5/B48O7SEWCDZPUq7M5bEch3AwgOIYJAJhdsW7WkIw1xo17whBrlonFgzywI7htnEf4EXMX5hierpEOh1dUk0JIXjzrWv85KdniUSCPPmt42zftpAcbNsO+XyNocEsBw8Ob8hsdgsfHnzkCUq165wr/i3JYKuk1RY2uq1gCwMhQJZCpINdLmH5k4T8d7/nvVlEda5wk2eunCan1znRNcy3th1qLpQuVvwFJImYJwmuWTo2zlJ7IJaXecsBiXQ0Qia2dpm3YpmM3yLzrlvuvlPIH2Bb3G3TNSqkhHx3Btgt1ZHw4ZegMxynL5qkIxQlHYzcFVHFclgvUeU1hZcnL/Da3ASRgMyXB/fwh57iz7IdrhfLTObLyJKETxZojr1s9tRao+ZrmkFV0zkw2Mue/u62FfJaIuZnZso889xr5PM1/vCze/jsH+xpVkxCCArFOolYmGPHtm/YbHYLmwfHERiGhWFY6IaFZdr09rYX1KwFHwuCOl/6HQm5/V6F7VjojorluAdMWQqRDfWQkjuJ+hN3lbA2g6gM2+Zn19/h59ffJSBJfHPkAJ/tG2v+nHaKv4bM21q0BJsIh1w37zXKvB0huKlUmkR0tZrnplJpLsH2RZMtfnX90eRdkXm3VEdeymg0EKQ3kqA3miQdjNzx6uh2sF6imqqV+MH4OS6WZukIRfnmyH6OeYo/xTAZzxWZr9SJBAMYPlftuCPWQW+oNXtqLVHzDaukdDTCAzuGSUfbu2sois7Zs1PMzJWXjZjXdYu//vFpzpydZPu2Lp781vGWTKpKRcV2HE4cG6Oz8+65839cIYTANG103ULXTXTDQlNNajWVWl1HUQ1U1XQluN4Bw3EcvvTIwWV34taDLYJaAZZjojsqtmOAz0dIipIJdpOSO4gGkgSlO3/2thlENatWefrKKd4pzTEcS/MnO46yLbHwWCxW/Pkkn+uuLPvJxiKkIhFiIbc6Wu33ullHbqvuSiXPeK2AZrvzmlgguLAEm+hgNJG540KUBgzbbu4dIXxIPugMx+iPpegIRUkFI0Q+oOrodpDT6pwvTHO9vjaiers0y4vXzjHVUPx5Hn8AJUXj8mwOVTcJh2VUxyC2TPbUWqPmK6qGalgcHulnZ09n21nRahHzQghOnZ7gxz85QzAY4MlvHWPH2IIzu6aZVKoahw4OMbpBs9mPMxrkYxiWS0CGhaYa1Oo69ZpOXdFRNbO5xOzzuTzkk3zIAT+y7CcQ8BMISC3PQS5f5ZGHD2wR1Gq4XYK6FZZjeITlHnTDgRgZuYeUnCUaSCJLd+6AW9QVLhZnGa/mCfkDpIPrIyohBG/mrvPctTNUDI1P927nsZEDTUcCAVQU181hLTJvy3G4oZRbWnVzWg1ws44GYqmmX932ZAfd4c0z52yHW6sjfC459kYS9ETcHbakHL7nqqPbwXqIyhGCN+Yn+eHEBfK6wr50D497ij/HcyO5Ol9wW92yD1WY9IWSbLsle2otUfOW7TBfrdGbTHB8bGhVn8ZaXePsmUnmc1Wy2dgSb8m5uQrPPHeS+fkKn/n0fXzuD/c0l3ctyyFfqDI60sWB/YOrJlF/HGGaNrphYuhu+03VTGo1jbpioNR1FMU1IPD5fPiE6+bi8/laiCcQ8K94sqHrJsWSQqmkUCrVKZUUiiUF07T5V3/+J1sEtRo2i6BuhekY6LaCgw0CooEEGbmbRDBL1B9HvgMV1kaJSrVMXp68yK+nLxOXQzwxepAHu0dWJY+Sl3XUEDOM14qY3hJsUg417YG2JzoYiWc2bW9sNZiOTd10qyMfPny41VFfLElnKPahq45uBzmtzoXCTabqpVWJ6lbF3wPdI3x9eD8d4SiG7XC9UOJ6oULA78PxuyKZ7dEO+hdlTzlC8Lt3V4+aL9ZVLNvh2LZBRrsy7SXzjmB8IseFC1OEQgESidZqyjAsfvzTs5w6Nc7ISCff/tYxUp5bueO4IYiZTJRPHN22YbPZDxMsy25WPYbXdqvXXfKp13WUuo7tGSeDAAeQQA645NMgoXaVrqoaHvkoFD0CapBQqaSgqkbL7QMBiXQ6SjoV5V//q+9tEdRquFMEtRhCCEzhEpbwwvFkKUQikCYhZ4gEEoSlKEFp9SXMtWCjRDVVK/FXV05xtZpnZ7KTPx47wkDMlRObjs1krdh0ZLhazVPUF2cdpT1VnVshZUN3R/3YNJT1qiMBRP0yvdEkvR+x6uh2sB6iqlsGP5u6xK89xd/n+3fy6NB9RANB6rrBlfkixZpCOOhHw7Vk2hXrJhtckPSvJWresGzyNYWhjjRHRweWtVNajEbEfKFYpyMbX2JzdObsJC//9SkCAT/fevwYu3b1Nq8rl1V8Ph8njm8nk2mvKPwwwLYddN3EMNwKSNdMFMWgVtOpeSRkWzY+fN5c1618/AGphYDakY8QoklAxZJCqVinVG5cViiVFTTNbPkeWfaTSUdJp2Ok01Hvsvt5JhMlFgvh8/m2Wnxrxd0gqOVgCwvT0TEdA4EDAvw+mbicIilnifoThP1RglKkZSi9HmyEqBwh+P3sOC+On0O1TI50DpDTFKbqxZaso8VLsLebdXQ7MB2bumU051gSPjrCMfpjSTpCMVLB8F2bY32YkNfqnC/cZKpWIhKQSbchqrxW50cTFzk5P0E0EOTLQ3v4bN8YAclPsaZweS6PbtoEQxKaY9IdSjAW7SSyqO23WtS8EIJiXQV8PDA2xEC2/bLtahHz87kqzz57kpnZMp/+1C4e/vy+JpGp3uzkyP2jDA3d3ff7emDbzoLizauA6jWNuuLNfVQD02hEyzTN1L12m9SsfFbzKRRCUK/rlMou4SxXARmG1fI9oVDAI56YRzzRls+j0bXtjG4R1BrxQRHUcnCEjenoGI6O8JwQJJ+fmD9JXM4Ql1OEpSghfxS/b+1EcCtRZYIrJ7jeiqqp89L4eU7nbzAQTbE96Uq8tyWypIN3R7m4uDpqkGPUL9MTTdIXSZDyqqO7sQP1UcF6iGqqVuLF8XO83VT8HeBY15CrxPRskwCQ3edqWyzLQDjdzBlbS9R8wypprLuD+4f7WkhsObSLmDdNm5+9cpbX37jG0FCWp5480YzocM1m6+za0cN99/Vv2Gx2vWjIrXXDwtBNdN1yK5+65rbdFANdN13mwV3ZED6BX1ogHllenXwav6te15qEUywqlMt1ikVvJlR2Z0GLEQ7LrVVP43LGvRwOy7fdEbEsG8OwMU0LTTd59IuHtghqNdxLBLUcHOG4lZYwcITdlGpGAwmScoZ4IE3YHyUkRQlI7Z/sjRDV3USzOrIsdzgLdISj9EVSdEa2qqPNRJOo6iUi/vZEdbE4w4vj57heLzMcS/OtbYe4L93t2ibli8yUagQDPky/uy+385bsqdWi5h0hKFRVggE/D+wYpifV3sDZth0uvz/LpUvTxGKhJXtP589P8cOXTyFJPh5/7BPsuc/1onTNZmv0dic5fHhkWcPa24HjCEzTapn7KIpOraa75KMaaKpJo90mhEDgw+9frHiT1izmcBxBtaq2VDylUr15uVxW3FWQRYhGg0uqnsWXN0IYjiM8ErIwTRvbdtwWo5ciHAoFiMdDJJMRkokIQ0MdG3b92CKoexCNmZbp6K5q0BtyhqUoCTlDIpAl7I8S9seWVQ/eS0TlCIFmmyiW2XSniHizo63q6O5hrUTlCMHrnuKvoCvsz/Ty+OhBBmMpqprO+3MFKopGKCihYdEhx9kR62xmT60lal4xTMqKxt7+bvYN9qwa81Is1jl1eoJ6XV8SMZ/P13j2uZNM3yzxyQd38MgXDhAIuK+lUqmOLAc4fnyM1Cpms4t3fRoVkKoY1GoqimJSUzRU1cTnnUC6B2WBJC1WvC2VW7eDbTtUPAIqeRWQ245zZ0HlsoJttx6HY7GQW/VkYqRTUTIZV5DQ+DwU2phAybIcTNMlIMO0vP6iV+1JPuKxEIl4mHgiTCIRJhySCYdlQqHAHVFRbhHUhwRCCGxhYji6u0zsLSTIUoiEnCURSBMNuHMt2ecOKj8IojIdG8UyUS23jSGxUB11RGKkt6qjDxRrJSrTsfnN9Pv8dOodVNvkwe5Rvj6yj3Qw6tomzeexLAefDDbOkuyp1aLmHUeQqyrEwjIP7hihI97eU3FxxHw8HiYaDbZc98rPz/PaySsMDGR46tsnyHpCiXpdR9NMjh4ZJZmMNOc+qmq4M5+6+6GqbiSKyzsuCfmWKN7WTj7gElC5rNxSAS3MgioVFcdpPc4mEuEVZkBRUqmlFlHrRaMKahCQZQkkn2iaOQeDAeLxMMlEmEQyQiQSbCGhu32iu0VQH3LYjoUhdCxH97qDggAycdlVEEb9STQLLpfLTNSKm0pUt1ZHACG/n75Ikt5ognQoulUd3aPIe6q/yVWIqm4a/PT6O/xm+n18Pvh8/y6+NLiboC/AjVKFiVwJyefDDtgEJT87Y110BePNFtdqUfM1TaeqGRwc6mNPf9eqKsxGxLyqmWRviZi/+PYNXvrhWwA89s2j7Ns7AHhms2WlpYpb2PWRmtXPettRlmW7Fc8KFVClorL4MOrzQSIRWaJ8cyugKKlkdFM8Bm3bwTTdWZBh2M3jgncviEWDJBIRkokw8XiYcFhuftxru2QfeYL60fV/T8mcIy13Ew0kiAWSRP0JgtK9OZ/ZDDjCxnB0zFvEGEKEmFMd5hSLSCBGZzCNtA5VXrM68pR1PiAbitIXTdIViZOSw0QDtz9k3cLdx1qJKqfV+dHEBU7OTxILBPnK0B7+oG8MyxaMzxeYq9QJBCRMySIjR9kZ6yLuZU+tFjVvOw7zFYWOeITjY6tbJRmGxbvv3eTKlTmSyUjLXKVQrPPccye5fqPIAyfG+OIjB277oG+adpNwlquAqlWt5faS5COZjKwwA4qSTEab7ceNQAiBZTnNWZBlu7uYjZOCgOx323DxMKlkhGg0SKhZBckfKjf4jzRBOcLhzy/9fcpmDkHr3+P3BYj6E0QDCaL+pPd/gqhHYB+0w/lmoynGcHRqpsa0UqagKYT9cTLBDkL+JBILb+RG5IZqmdjClckH/QF6InG6IjEScpi4HEKW/Ese2/Vg1e9d4+uw/a1WvnYj973l56xwPwVixb8hLrtt2XsBea3OxeIME7ViW6KaqBV58do5LpXn6AzF+Obofj7ROeTGeszmqesGviDYCIYjaUYi2Wbbb7Wo+bKioZkWR0cHGOtefcA+n6ty6q1xDNMmk1mImLcsh1/88gJ/9/vL9PWl+c63T9DRsVSQ0YjxWCK/9iqgWk1vub3f7yOZXLr706iAkonIpqkGF6ogtxUnnAWfOwREonJLFdRoxYVCgQ23Ae8lfKQJChpu5n9DQAqh2FUUq4JiV6lbVRS7gmJV3Q+76u4rLYKEfxFxLRBZbBGhhf13J631TqBmaFyrzjGrlQj4BJLPh7HIcyvqD5IOukQUCcgEJX/b+IwGRJvHw3fbVOJ+99pueOdfu6LNA7H6Y+TODwWCjlAvfZFtxAPpTbx3t4+1EJUQounxd10pMxLP8MToQXalupit1Lg6V8B2HIQskCU/O6KddHvZU6tFzZu2Ta6q0JdOcmzbwKpWSYsj5lPJVpXapUvTvPjSWziOw0Of3ImutxKSoix1QUillu7+NCqgRCKyadVHowpqzoJMBxBNVZxfkkjEQ8QTYZLJCLFoiFBYJhKWCQYDd10+/0HhY0FQa5lBCSHQ7LpHYlXqDfJq/u9+3aF1r0BCItIgsAaZeZ9H/Ami/jiRQGJde013G3VTZ7JeQghBNhQlFggSDQQ/tq4MdwtCCFS7hunopOROBqJjJALtbYHuFtZCVI4QnJyb4IeTFyjqKvszvTwxepCucMK1TcqXwQ+OX5CSw+yMLWRPrRY1X6prmLbNie1DDHemV31MVoqYL5UUnnv+dSan8siy3612lqmAXBeE8Ka2vxqy9IYZq+PgLT6514cjQRIxVw2XTIYJh4PNWZAs+++J18EHjS2CWgeEEOiO4lVfC9XYwv/u121hLfnekBT1CCy+QGiLCCzqj3+k52JbWBluO1XBsFVigRRD0Z0k5Y7bdhjZTDSIarJWJLwCURm2za9vXuZnU5fQbJNP9ozy9eF9BJG5Ol+gUFPwBcCRBIPhFCNe9tRqUfOGZZGvqYx0pDkyOkBkFaskXTe5cPE6k5OtEfOupY9JJLL589HFy6mW5bhO354E3SdJriw7GSYRjxBPhAmHAs150MelCtoItghqkyGEwHA0FLuKalVR7FqTvFTb+9yqojvKku/1+wJE/HGi/gSRQPxDWY1tYWPQbQXNVoj4YwxGd5IOdt8Tz3dBV1wxRa1I2LPVuvVgXzN1fjr1Dr+9eQWfDx7u38UXB+9D0y0uz+bQdAsRFAQkqSV7ql3UfMMqyedzrTXjY64AACAASURBVJL6l4mgXwwhBDdvljhzdhIQpFIbmyO3W04VQhAOyc3l1EQ8QiQqu5WQNwvaOuHcGLYI6gOCLSxUq4Zi11zialRldtX7ehXVrq2rGov4482vb1VjH24YjoZm1ZGlEAPRMTqCfas6idwNrIWoclqdH05c4HVP8ffV4b18qns7uWqda/MFLBxEQJAIhNgd6yYlR1aNmtdMi2JNZWdvJ4eGewkG2gsBGhHzN6aLZNKxtsKB1ZZTY7EgSa8CSniy7FA4QDh078myP2rYIqh7GB/Fasy1f3G8/xdfdtzPl/m64ynhGl93Fv0MGl8Vzi3f5/1b9uuLLjev38DlJfd/tcsOQSnCWOIgfeFtbU8kLMdAsar4pQADkTE6QwN3NHtsrVgLUbUo/sIxHhs5wIF0H1OFMtPFCvgdhJ+W7Kl2UfOOEOSrCmE5wIM7hulKtrdKEkJw40aRM2cnm44PhteKa95TAXIw4M6B7pHl1C0sYIugPgJYvhprrcxWq8bCUoTm4f4OHpw/rPA1/vkk75Lk+Qiu8evN6334fD6qZgndUUjKHexOHGV7/EBb4rEdi7pVwefz0R/eRld4kJD/7pj5tsNqRCWE4KKn+LuhlBn1FH/94RRX5gqU6ypCdiXci7On2kXNK7pBWdHZN9jD3oHuVa2SFEXnnUs3sS2bZDLSspwaCsmbshz7cYDjCEzbxrBtDMt2L1s2mmlS100Uw0DRTVTTRMLHIwd2rlrproYtgvqYYLVqTLdVaB5YJSTfwgG2cXiWbjkI415a98HZ+671fb3let8tv09a5mcs/B0suq10y/1v+Vtb7r/U8rs3G7awmKi/w6XKmxSMGWRfiB2JQ+xKHCEhZ9p8n41ilRECeiJD9IZHCPs/+Pyj1YjKEYLX5ib40cQFiobKgUwfj40eIOwEeH8uj2pa+GRBNBBkd7ybjBxtGzXvOIL5ap1UJMyJsSGyq1glbWF52I7TQjaGbWNaNophUtcNVMNCNQwUw0S3FrU/PSGIECBJEPD7CUgSAb/7UaypfP3I3lWFLathi6C2sIUPEEL8/+2da4wc2XXff7ceXdXPeZM7HC5fS3L2IWl3KdqJrUhWbCWRBEWWE0S2ESACbEAwkMARgsCWoSDRt8Q2kg+BgxgRLMSObEWJN5KFxIIcO5HzZR1rdrMPrsThksvha2Y4737X8958qOqe7umeIbkkZ4rc+8MOu/t2dc9hsfb+65x77jmKNf8WF+tzXG/Oo5AczZ9htnKeJ9zdux1LJWlFNWIVMeXM8ET+BEWrss/WD3Inoepk/P3xjR/ixxEfOnyST848Q6sdcm19i0hJhCU57FY4lfae2qvVfN3zaXoBLxw/wtknJvXWCJKCvV0vJ4oI4hg/jGj1iE3H0wmitO9U949kX7lpiERsDAOzIzzG9s1aEMXU2h61tk81fex9LaXia7/0s1qg7oQWKM2jQiuqc6n+Km/XX8OXLUbsSWYr5zlVfA5rl/CfUopWXCOSIWO5QxzJn6Jk3Xnf0MNmw2/x1sYS13YRqno34+8yhjD4GzNn+YlDT3F7s8FytY40JZZldntPGYhdW80npZKaTJaL/JWnnuxr8fE4oJQijOW2lxPFBHGEH8a0g4BmKjitIKQdhMQyXWPrnO+046FppmJjGNipp9Mr6EopWkFIre1RbfnUPI9aa1CAam2Pdji4XGAIQcnNUXYdSvkcX/v8z1Jw7m+9VAuURpMxYhmx0PoBF2tzbAa3yRkuT5WeZ7Z8jpI9vOJEsum3SSg9yvYYR/OnKdvjB76XajP1qHYTqlWvwbcWLvD9tRuU0oy/5yszXFvbpNr2ULaiaOe6vaeqbW/XVvNbLY8wijl3YoZTU+OZrjmnlBoIrQ1bz/HCiHYQJglBfWt7gFDYPd5N8jhY9DaWMhWWRFyqbY96n+fjd8ciKdlJzjKp5B0qrkMp71BMK1q4ORMrZ2I5AmwwTMAQCAU1z+effehjjBfuL/SqBUqjyShKKVb9W1ysfZ8brXkAjhbOMFs+z2H32K5ekhe38OMWBavM0fwZRnOTGAe8l6pXqIZV1F+ob/CHC29wqbrKlFvkM8ffz5P2KO+sbuDFIcqGw7kyp0uTFMzcrq3mO6WSjoxV+JGTRyne5x38vSClSoUmGljPaQdhGloLaIeJ8PSt56DSgq+D6zmmYfRVYu/ghdF2WK3lUfN8ai2v3+NJQ6DDZvOSk0uEJ+9SyTsU3RwF16bg2riOiWkbCBukKWnHEbGS6SZkkVZHF1jCwBIGBgJPRjRin3rks9pu8JWf/OzBCZQQ4qvAp4AVpdT70rFx4BvACWAB+KxSajN979eAXwRi4JeVUt+9k3FaoDRZoJOSDtvFX1U357HnT7X9im72YudTPe+ln3eMPDnz7sJRzajGpfqrXK6/hi/bjNpTzFbOc7L43K77o/y4jRe3cMw8R/OnGXcOY4qDLSS6l1AppbiQdvVdbNU4URrnM8ffRz7KcX19i1BE2LbJifw4R/OjRJHctdX8ZqONVIofOfUkxyZG3n0b8x3rOWEs8aOoG1LrzVzrrucIgej8i/es53TCazvXc3qRStH0gj6RqbZ96ulj7zpP5/f1YhqCiutSKTiM5F3KPZ5P3rG64mPkDAIV0YpDvDjAl/F2WFApEGCm4mMKE6UUzTigHnnUIo9q4FGPPRpRQCP2acl+EXSExcuf/mVG3PvLNL0fgfoI0AB+r0egfgPYUEr9KyHEF4ExpdSvCiGeBb4O/ChwBPhT4KxSavAM95AlgRq+t2bn8ySdGpL8sM6fney47fH0UfS+usP4I7oXo3MdbU/QKr1ZVH1j/cftFIKe44eIw3arm2RiSP4TfTeniO0SsunNX2pfZ7DzQvTUS0tKR3czAjGSJoyikwtoIERSQNcQZprxlxzXzXoUAoGZZgoa6XFJluGav0QrqmEKm4JVuisvJ5IhC80fMF+bYzNcIWe4nC69wGzlHEVreJWFUPq0ozqmkeNo/jSTzpED3/S7l1BJpXh5ZYE/uvYWW0GbD4xP84mZZ2jXI1brDWJLJmG/tPfU1dXNoa3m/TBio9Hm5NQYL56YwbUTce6E1sK+0Fo0sJ7jBSGRlANp89ARHXPX9ZydhHG8I6yWCk7q+VTbyXpP3fORQ+Ze17YYST2dSvcxEaFiPkfBsXEdC8tOCj63ZNAVH09G3SaMnWtbCIElzFSABIGKqQYetbBNNfKoRz6NyKchA1pxgL9ji4oAypbDiJ1n3Ckw7hSYcApM5ktMuUUkip8/fY68dYBJEkKIE8B/7xGoeeCjSqklIcQ08D2l1GzqPaGU+pfpcd8FvqyUenmv739QAvXa5vcwhZ2IR49b3ZmotutnbXuvSiiEEj2PSXVzU5gYIploTCxMw8TATF4Lqxvzl927aZlsIk2FTKKgO5a+jwTV2ZKaCp3qvJLdiblba18ks61If0PndXJuu2uidLzx9G+8/ffrPCetLt4zeXdedLN6VN8p63s98DvS8wadQbUjdX174u5O9hjb7/VM7kJ0jt9+3D6u8zmzRwREj7h30s0ZSFnv2dHU/1qkx/eloPce9+BJEhzqrPmLrPo3iWSEY+Zx7qIKiFKKFf8G87U5brQuAfBk4SyzlfMccp4c+vlIhrTiGgYmR/KnmHKPkjP2rhb+sNlLqPw44n8tvs13bl7sZvz9xNRTrGw2qXk+2JIpp8zp4iSusIe2mhfAeqOFQODYFl4YJl1sRaeifIrgrtZzelFK0Q6jbZFpeX2JBNWedZ9WEA58Xggou4mHUym4XY9npEeAyq5D3rXBgFBGhErSihLxacsQLw6JOvNaT1PCRHgSDwilqEU+1dCjHiYeUCMOaMYBTenTjIN0XtomJ0xGcnnGcvlUfIpM5otM5UtMugVGci7mHuubt9sNfubE+zMnUFtKqdGe9zeVUmNCiN8C/kIp9bV0/HeA7yil/nDId34e+DzAsWPHPnjt2rV39RfrEKuI294NkvtYE8Mw0ztfg+29MT2TYGeS7JlMOxPjQdLrwW2Hj3o8ibQx4U5PY+fxw99PP9+7h6lvst+xx2joe72Tff9eIs2diVXEVrDGbe8a9XATIQR5s3xXnk4zqnKp9ipvN14jkB5j9iFmK+c5UXx26OdjFdEKayDgsHuCJ9xjB77pd9Nv8dbmbRbq6wNCVQ99/sf1H/Dny1cwhcFPHTnD86UZFjfrtGKfXM7keH6cY/kxNhrtoa3mwzjpLGuZw9dzeomlpO4FQ8NqtZ7EglrbI4wHkwps06CSdxnJO5TTx47Xk4hPuubj2CgBoYoJZEwoYzwZJuITB7RliB/HXW+/c5NqGOnaDwKUwI8jqqFHLfSoxz6NOKCVCk9TJt+zk5LlbIuPW2DCLTLllphwCoy7BQrm3oV1lVJEKg1/yphAbntYCnBNi08dew7HPMCNuvcgUP8OeHmHQP2xUuqlvb7/QXhQGs2jhhc3WfeXWfYWiGSIZTjk76LvWCRDrjbfYr42x1a4imPkOV1+gbPlc0P3SEkV04xqKCU55B7lsHv8wBso7hSq0Vy+Kygr7QbfunaBubUblG2Hj888zTFrjMXNOqERUXIcThcmmcqV+MsrNwdazSul+sNqrcH9O7W2T8PzGTb7FXI2IwW3x+MZLkCunZRHipUklDGBSsTHjyNaMqAdh8mPDJEqCSF3wtCCZO3HwMBQSePCRhxQDz3qqeB0xKcjRKHqF0lTGF3xGXcKTOaLTKRe0LhTYMzJd5tI7oZUijAVzUQ8k0iOIOnaKwTkrRxl22HEdqnkXIp2Dte0cE0b17SxHsCetMc+xKfRPKpIFVMPN7nt32DLX0EBeauIfYewnFKK29515utz3Gy9DcCThVmerpxnyjk6IHRSSdpRnUiFmWmguJdQXa1v8NLVN7hUW+WQW+ITM89QDHKst1pIUzGZL3K2OIUK6baatwxjaAq1IcSOdZ1hHo9DOe/0lVSSShF1PJ/00YtDWnEiQC0ZEsmY7aoLgFBJdEYlqdgo8GVEIwxoySTZoCmT0FtLBunzQbEsmHbq+STCM556PR0BKtvOHb1EqVTXawvimEjFqUam664IinYiQJWOAFk5nK4AWfuyKfpBC9RvAus9SRLjSqlfEUI8B/wB20kSfwac2Y8kCY3mcSCQHpv+CkveAn7cxDRs8mb5jqHnRrjFfP1VrjReT8J/ucM8XU7Cf6bRH37JYgPF3YRKKcWbm0u8tPAmS60aJ8vjfOzwWWRTsRX42LbgWGGM44Vxrixt8MPFlWS9p+D0JRsUndzQyTzq8XwCFePHYXfdpxWHBHGERGGw3XpDIEAma9YokKkAddZ5OsLTUgEtGdKIPNqyP/nAQDCay6eCU+h6QR1BGncKuHcRNotVurE39YAiGSOEQKVrw4ZhULZyVHKJ+FRsB9fKkU8FyDGtO4rcfnA/WXxfBz4KTAK3gX8BfAv4L8Ax4Drw95RSG+nxXwJ+AYiALyilvnMn47RAaTT9KKVoRlVW/Jus+YsoJXHMwh3XkCIZ8E4a/quGazhGgTNp+G9nWE91Gyh6FK1KJhoo9gpVzrAYcxKhipXk5dvX+Pb1C2wFHh8Yn+bHx07SrAU0ZUjRtTlbnOKwU+5JYJKEShLIqDuBe3FIMw7wZBJ+izvZuEogVVItH5WutSowpEAKRSsNuzXiAE8FtFWYeENRQC3yiHaE3xzDZLzH8+kXoSKjzt7JBx0iKbc9IBkRp/N1JxnVMk3Kdi7xfmyXcs7tik/esskZj0bH3sd+o65G87gSyZCtYJUlb4FmVMMUJnmrtOdeJ6UUy9415mtz3Gy/jcDgWBr+m3RmBiat3gaKM/kzjDkH20Bxy29zYXN5QKj8OOJPF9/mu2nG348dOsH789NsNXwiI2Y8X8AWZv+eHyBWilgqhEpSXIUSyRqQEAQySjwfFRCoqCs+9dinFno0osHwW8V2u4kHvQLUCb8VrLvr6ttd+0m9INmznUIJyBlmV3hGci4l2+nzfu43OSEraIHSaB4DWlGdNX+JFf86sYrIGS6OsXc32Xq4mW7+fZ1Q+YznnuDpynmOF58ZELlAerSjBjnDzUQDxd2EqpPx973lK1jC4COHn+KYMUa97ad7f5INChLwVEgoYjwV4hGmYTifrdCjGrbx4v7wmyWMvpBbvxAV7yr5ANLaelJ2vZ9Abq//dLJq86adrP/kEg+oZDtJAoKVrP/cze95HNACpdE8RsQqohZucLt9nWq4hkCQt/ZOVw9lwNXGBS7W56iF67hGgTPlFzlTPkfB6m8KmLUGirsJ1Uq7wTevvckrazcp2w7Pjx6hGQVUQ4+toM1W2B7YEFuw7K6n05t80BGgu0k+gO0MuKAnAYFUfDpJCEUrR8l2GMnldyQgWORN+5Gvyp5kn97/DYwWKI3mMcWLW2wGt1lqLxBID9twyJulXb2qJPy3wMXaHLfalxEYHC8+3Q3/9ZK1Bopbfpu3tpa5WusXqnfq67x09Q2u1NYZcdxBAep57t7lptJOBlwQR0kqtpKI7c1KCCEoWrlu9tuI7ZK37K7345p2JhIQHhSxivHiJq2oTj3aoBpuIGXEB8Y+fN83L1qgNJrHHKkkjWiLFe8mG8ESCoVrlvasIlEPN5Lsv/obhMpnIjfN05XzHCs+07cGlbUGirsJlVTqrkUh6obfkiSETnq6EIkXZAojSUDIuVTsxANye7wfx3x828R3Gp+24waNcItquE4zqibvAZZhY2CyESzz4UOfue9KJVqgNJr3EIH02QxWWPYWaEdNTGFSsMq71gEMpc87jQtcrM1RjzZwzSJn0/BfvkeIstZAcTehgk4GXNQNwcmkciOkm1Bt06TSs/+nZDuJB5R6P49KBtyDIJIhXtykGdWphevUonUiGQEKQ5jYwsGTTdaDJdb8W6z5S2wGt3HNIr/yzFe0QGk0mnun0+hw1V9k1buBVHGarj68PYJSiiXvKhdr32ex/Q4GBseLzzJb+SCTzpGB781KA8VeoerY4BgWlZxD2d7OgNv2fmxy5nsjAWEnUkl82aYdN6iHm1TDNdpxg07BUtt0UUqxGdxmzV9kzb/FerBEID0AbJFjwplm0pmhYJb5+PTncO6yWv9uaIHSaN7jRDKkGq6x7F2jHm5hCIOCWR7YyNuhFq4zX3uFK403iVTApDPD0+XzHCvOdj2xrDVQrIc+kGTHPYgSPI8DofRpx02aUY1quE493EiKUyuFaVhYwqYeVlkPFruCVI82u58ftaeYdI4w6cww6Rzp2ytXCzd4ceyj2oPSaDQPjnbUYN1fYtm/TiwDbMPF3aUOYCB93mm8wXztFerRJnmzxNnyOc6UX+hbh+ptoDiTP81YburAGyi+15AqxotbtOMGtXCDariGH7e7hZ8tkSNSIRvBUipGi2wEy8Rpmw3XKKZilAjShPPEQMktpRShCgikh5QhL47/pBYojUbz4Ik7dQC9a2wFq4CgYJWwhmRlKaVYbF/hYm2OJe8qBiYnis8yWznPhPNE97gsNlB8HNlOZGjSjKpUwzUa4Va3TY4lbAQG1XCNNX+R9WCRVf8WXtwEkrZCE84TTDhHmHJmmHCOUDQrAzcpsYzwpUckAxBJCn3eLDNij1O2xxm1p+47tKsFSqPR7Ikft9kIbrPsXcOP21iGTd4sDQ3XVYN15utzvNN4k0iFTDlHebpynicLZ7teUxYbKD7KxCqiHTdoRQ1q4TrVcD0VjaQ0ky0c2nEjTWRIvKNquNrdFFy2xvq8o9HcYLUQqSSh9Aik3+2rZxsOI/Y4FXuSglXCNYsP/IZDC5RGo7krpJI0oyqr3i1Wg1uAwjWKQ9vWB9LjSv0N5uuv0Ii2KJhlzpbPcbr8Am6aiJHFBopZRymFL1u042aayLBOK65122DYhoMkZjNY6YrRur9EqJI1uJzhMpGb7grShHOk++/R+zsiFRBIn1iFJG08DUrWKCO5CYrWCHmzSM64vwSIu0ELlEajuWdCGXTrALbjOgYmeas89M57sX2F+docS94CBiYnS88xWz7PuHMYGGygeNh9cmDSfK8SyiBN864lad7hRnddyDAsTGHRCLd6EhkWaURbQFI6aTR3aNs7ys1QsccHQ3UqIpA+Yex1W4vnzRIj9iRle4y8UcQxCweS4KIFSqPRvGt2tq2PZURul7b1W8Eal+pzXGlcIFYhh5wnebpynqOFsxjCyGQDxf2kk8jgxU2q3USGFkBaR9AhlB7rwXLqGS2yEdxGknQtKpjlrlc05cwwnjs8sGbYWZ8KpNftrG0ZOSr2BBV7nKJZxjWLmQm5aoHSaDQPhE4dwOX2AtVwHUMYQ9vW+3GbK403ma/P0YyqFMwKs5VznC49j2MWMtlA8WHQl8gQrFEPt5BIhABT2AhEN5Gh8+PLRLBMYQ2E6oZtjI5kgC+9JFSnkmBdyR5hxJ7sC9VldeOxFiiNRvPA8eImG2kdwEgGWEZuoA6gVJJb7cvM1+ZY9q5hCouTxeeYrZxnLHcokw0U3y2xitJ6dduJDJ11IYGBLXI043pfmnc1XOt+vmJPMJk70hWk0SGp+rGKu4kMpPO3axao2JNU7HHyZhHXLDxSKf5aoDQazUNDqph6tMWKd4MNfxkQQ9vWbwWrXKzNcbV5gVhFHHaPMVs+z9HCGQQicw0U9yJJZGjjxU3q4RbVcJVmVKPT+90yHKSK0kSGW6wFSSJDpEIgSWTobH6ddI4wkZseKMSbtOzwkz1HabV0S1iU7XEq9gRFKwnVHWSl+QeBFiiNRrMvdNrWL3sLeHEL07AG2tb7cZvLjde5VHuFZlyjaI5wthv+y2eugSIk2YidNO9quEYt3CBSIQIwhIkhLOrhZrde3bq/SDOuAYn3NJY71N1vNOUcoTTES4xkSCA9Ihmmn4OiNcKIPUHJHsU1i0PX/R51tEBpNJp9pdO2ftW/xap/C6kk7o629VJJbrbeZr4+x23vehr+ex9PV84zmps6sAaKUkn8tCJDPdqkGqzRjptp9ltSj86XbTbSRIY1f5HNYCXZOwQUzZGePUdHGMsdHrBbqjjJqpM+yTyscMx8kshgjVOwyjhm4cCFeT/QAqXRaA6MpG39GsveAo2oOrRt/WawwnxtjqvNt4hVxBPucWYr55nJn0aqaEcDxSMD4cP7IZB+6h3VqYar3UQGUJgiEZatYLUvzbtTPNUSNhM9YjSZO0J+RwPI/vJAafq4MKnY44zYExSsCnlzMCT6XkELlEajyQS9besjGZEzXdyetvV+3OJy43Xma6/SimsUrRFmyx/kdOl5TGF1GyhOuyc59C4aKA423lsniD1ApGneFs2onnpHt1jzF6lFG93Pj9iTfWtHI/bkwDrZdnkgP/1e0vJAk5Tt0TSrLp/Z9bX9RguURqPJFEkdwA2W29eGtq1Pwn+XuFibY8W/gSlsniq9j9nyecr2GM27aKA4rPFeI6qmaQxJ471IhmyGK91K3v3FUwt9teomnOmBKhjb5YG8NKlOpeWBkqy6h1Ue6HFCC5RGo8ksSR3A5V3b1m/4y8zXX+Fq4y0kMdPuCWYr55l2T9GO68QqYtKZYTp/PF37Gt54z8CkFm30NN5bTHshJcVTx53DiXeUpnoXrZG+hITt8kAesYxAJOWByvYoI/YUBatM/g5djDWDaIHSaDSZZ3jb+u16cF7c4nL9NS7VX6UV1ylZo8yWP8ip0vuJVEAko0RQVJLm7ckWm/5y1zva6imeWrJG+/ocjeUODXg5sYoIYo9Q+t3yQAWzTMWeSMoDmSUcHaq7b7RAaTSaR4pQ+mwGqyx5Vwfa1ksVcyMN/636N7GEzanS+3nCPcFGsMy6v8haT/FUWzhMOtNpMkMiSDvrACahOn+7PBAKWzjpnqPxZM+RkZ3yQI8TWqA0Gs0jyZ3a1q/7S8zXXmGh+QMkcVI81Z7qS2So2BNDQnXJnqM43ThrYFK0KozmpiiaFfJWaV8qeWt2Fyi9aqfRaDKNEIKiNULRGuFo/nS3bX01SOoAjtpT/PjUpzg3/teph5uM5g4NVFaIVUwYp+WBgKSFSIFJZ5qKNY77CJYHei+gBUqj0TwyWIbNhDPNhDNNO24mbeu9a8RR0rZ+0pkBIIi9gfJAFXucips03cubJR2qewTQAqXRaB5J8maRo4XTHMmfpBZusuJdZzNYQSAoWaNM5KcpWSNpVl12K3lrdkcLlEajeaQxhMlobpLR3CSh9DGE9Z4oD/ReQAuURqN5bHivlgp6XNHJ+xqNRqPJJFqgNBqNRpNJtEBpNBqNJpNogdJoNBpNJtECpdFoNJpMogVKo9FoNJlEC5RGo9FoMokWKI1Go9FkkkxUMxdCrALXDtqOe2QSWDtoI94F2u79Rdu9v2i795cHZfdxpdTUzsFMCNSjiBBiblh5+Kyj7d5ftN37i7Z7f3nYdusQn0aj0WgyiRYojUaj0WQSLVDvnv9w0Aa8S7Td+4u2e3/Rdu8vD9VuvQal0Wg0mkyiPSiNRqPRZBItUBqNRqPJJFqgdkEI8aQQ4n8LIX4ohHhLCPGP0/EvCyFuCSFeS38+2fOZXxNCXBZCzAsh/tYB2r4ghHgztW8uHRsXQvxPIcTb6eNYluwWQsz2nNPXhBA1IcQXsni+hRBfFUKsCCEu9Izd8/kVQnww/Xe6LIT4t+Ih9yTfxe7fFEJcFEK8IYT4phBiNB0/IYRo95z3386Y3fd8XWTE7m/02LwghHgtHc/E+d5j3juY61sppX+G/ADTwLn0eRm4BDwLfBn4p0OOfxZ4HXCAk8AVwDwg2xeAyR1jvwF8MX3+ReDXs2Z3j60msAwcz+L5Bj4CnAMu3M/5Bf4S+DFAAN8BPnEAdv9NwEqf/3qP3Sd6j9vxPVmw+56viyzYveP9fw388yydb3af9w7k+tYe1C4opZaUUq+mz+vAD4GZPT7y08B/Vkr5SqmrwGXgRx++pXfNTwO/VQgoBgAAAztJREFUmz7/XeAzPeNZs/ungCtKqb2qixyY3Uqp/wNsDLHnrs+vEGIaqCilXlbJ/82/1/OZfbNbKfUnSqkoffkXwNG9viMrdu9Bps93h9Sb+Czw9b2+Y7/t3mPeO5DrWwvUXSCEOAG8CPzfdOgfpSGRr/a4ujPAjZ6P3WRvQXuYKOBPhBCvCCE+n44dVkotQXIRAofS8SzZ3eHn6P8fN+vnG+79/M6kz3eOHyS/QHKn2+GkEOL/CSH+XAjx4XQsS3bfy3WRJbsBPgzcVkq93TOWqfO9Y947kOtbC9QdEEKUgJeALyilasC/B54CXgCWSNx0SNzYnRxUDv+HlFLngE8A/1AI8ZE9js2S3QghcsCngf+aDj0K53svdrMzU/YLIb4ERMDvp0NLwDGl1IvAPwH+QAhRITt23+t1kRW7O/w8/TdhmTrfQ+a9XQ8dMvbAzrcWqD0QQtgk/0i/r5T6bwBKqdtKqVgpJYGvsB1Wugk82fPxo8DiftrbQSm1mD6uAN8ksfF26nZ3wgYr6eGZsTvlE8CrSqnb8Gic75R7Pb836Q+nHZj9QojPAZ8C/n4ajiEN2aynz18hWVs4S0bsfhfXRSbsBhBCWMDfAb7RGcvS+R4273FA17cWqF1IY8S/A/xQKfVvesanew77GaCTofNt4OeEEI4Q4iRwhmSRcF8RQhSFEOXOc5JF8AupfZ9LD/sc8Efp80zY3UPfnWXWz3cP93R+0zBJXQjxV9Nr7R/0fGbfEEJ8HPhV4NNKqVbP+JQQwkyfn0rtfidDdt/TdZEVu1M+BlxUSnVDYFk537vNexzU9f2wskEe9R/gr5G4pG8Ar6U/nwT+E/BmOv5tYLrnM18iufOZ5yFnCO1h9ymSrJrXgbeAL6XjE8CfAW+nj+NZsju1owCsAyM9Y5k73yQCugSEJHeKv/huzi9wnmRivQL8Fmlll322+zLJGkLnGv/t9Ni/m14/rwOvAn87Y3bf83WRBbvT8f8I/NKOYzNxvtl93juQ61uXOtJoNBpNJtEhPo1Go9FkEi1QGo1Go8kkWqA0Go1Gk0m0QGk0Go0mk2iB0mg0Gk0m0QKl0Wg0mkyiBUqj0Wg0meT/AyWSL0GG5T9iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model='Linear regression'; model_fn = 'lr'\n",
    "[n_misspec, n_wghts, n_reps] = original_regrets_.shape\n",
    "polykernel_degree_vec = [1, 2, 4, 6, 8]\n",
    "\n",
    "color=cm.viridis(np.linspace(0,1,n_misspec+1))\n",
    "\n",
    "for misspec_ind in range(n_misspec):\n",
    "    plt.figure()\n",
    "    plt.plot(N_s,means_unwgt[misspec_ind, :],label='mu=0',color=color[0])\n",
    "    plt.fill_between(N_s,means_unwgt[misspec_ind, :]-stds_unwgt[misspec_ind, :]*1.0/n_reps,\n",
    "                    means_unwgt[misspec_ind, :]+stds_unwgt[misspec_ind, :]*1.0/n_reps,\n",
    "                    alpha=0.3,color=color[0])\n",
    "    \n",
    "    for k in range(len(mixture_weights)-1): \n",
    "        plt.plot(N_s,means_wgt[misspec_ind, :, k],label='mu='+str(np.round(mixture_weights[k],2)),color=color[k+1])\n",
    "        plt.fill_between(N_s,means_wgt[misspec_ind, :,k]-stds_wgt[misspec_ind, :,k]*1.0/n_reps,\n",
    "                    means_wgt[misspec_ind, :,k]+stds_wgt[misspec_ind, :,k]*1.0/n_reps,\n",
    "                    alpha=0.3,color=color[k+1])        \n",
    "        plt.title(model+', poly degree, '+str(polykernel_degree_vec[misspec_ind]))\n",
    "    if misspec_ind==0: plt.legend()\n",
    "#     plt.yscale('log')\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('figs/'+model_fn+'-misspec-'+str(misspec_ind)+'.pdf', bbox_to_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['original_regrets_', 'reweighted_regrets_', 'data_params', 'N_s', 'mixture_weights'])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
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